{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. _nb_truss2d:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Truss2D\n",
    "\n",
    "The problem was proposed in <cite data-cite=\"truss2d\"></cite> for the purpose of investigating rules on Pareto-front."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "code": "usage_problem.py",
    "section": "truss2d"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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M2wNoB8QY45Ia4hcXxdflHQ11T/FnqVUIYWxNP8C2G7pX2mhLl6a2Wze44opc0cULLoCpUyk77LCC8PKRI+Gll2DsWDjqqDSb4fDDobIyBSyp6Y+oJEmSpPrQmhIJHTNtZS3XV2faThsZ39TvkZqOTpn/NF99FX7yEygpgXvugauugoEDKSsrKwgvLy9PnREj4MEHU32E1avhtdfS+c6dG3DwkiRJUutW2tgDaEArMm3bWq5nN66v2Mj4pn5PjWKMI2s6n5mVMGJD90sbpV9mUs2jmfqiV19dsHNDrYkEyG0BOW1abseGfuvsqipJkiSpnrSmGQlzMm2PWq53y7RzM+0i0r/shxBCtxriuxfF1+UdDXVP8WeRmpbjjkuzEJYvh7594ZxzCi6X9exZcFw+diy8+27uREkJfOITuf4WW9T3iCVJkiRltKZEwluZdqviCyGEfqSdE2ZndkogxlgFvFvbPcDgoucCvEParnFwcfB67ql1XBtzT02fRWpy+vdPOzAAbLsttM1Mrpk7F37+c8ouvrggvPzf/4YddoC994a77oKVK2HMmHSxujoti5AkSZLUIFpTIuGRTLtXDdf2LorZqHsyW1G+BHQPIdRUrHBvUqLh0bxzTwKrgFEhhJAfnNl1YRjwYYzxg//xs0hNS3a5wtix8NZbcPnlMGgQ/OhHlOUvZQDKe/RIhRn/8x845ZQ0i+Hpp6F9+xSQXeIgSZIkqd61pkTCE6R/yf90CKFP0bWvAdXAdUXnbyRtpfjV/C/5IYTOwBeAGcBfi+65Nu+Z5N0zEtgZ+FuMcXr2fIxxGXAr0B/4VNGzvkLaTvLaovMb81mkpmPFijSrILu8Ya+9UtHFNWvg6KMpu+mmgvDyPn1g5ky4+WYYPDi360N2ecMCJ99IkiRJDaXVJBJijNXAl0kzAu4LIWwdQugaQvgJ8Gng0hjjm0X3TAfOBUYBvw0h9AwhDATuBHoBX4kxriy65y/A3cB3QghfDSF0CiHsBtxFSjycW8PwfkhaRvGHEMJ+IYSOIYRjgUuBx0gJjf/ps0hNypo1qe3QIdU3qMjUBf3iF+GGGyg75piC8PLycpgwIc1ImDIld+Hxx1NbWdsGJpIkSZI2tWadSAghDA4hxBBCJH2xBrg9c25KcXyM8b/AHkA58AqpaOHRwEkxxp/V9I4Y483AkcBuwDRSHYQOwD4xxidqGdqpwAXA94CFpKUMLwK7xxhn1fCOJcA+pNkN9wKLgasyP5+JMa7ZFJ9FajI22yztvlBRkXZfyE74GT0attySnmeeWRC+cMECqnbbDW69NcX+4hfw3e9CVVUK6FZTPVRJkiRJ9SHEGBt7DGqCQghjR4wYMWLs2LGNPRS1VLvvnuojAHzzm/C5z8H//R888ACsWUMPUkYta37nzpSddhqcfXYq0FhdDT16pGUOn/1suk+SJElSnYwcOZJx48aNizGO/Lj3NusZCZKasVNPzfW/+c1U7+C+++Cdd+D44ylr06YgvHzlSpg0CSZPTkmERYvgo4/SxfnzG3DgkiRJUutW2tgDkNRK5ScKFi1KxRd/+MNUUHH5csqAiXnh5VVVacvHMWNgq61gt93S0oaSEnjhhbREYostGvpTSJIkSa2OiQRJjWP27Fz/uONSEuDVV9PxAQdQtnw5jBu3NqT8jjtgzhy48cY0K2Hy5HRh+HB47z2YOtVEgiRJktQAXNogqXFkt3DcaiuYOzclEXr3hpdfhmeeoWznnQvCyysr4YIL0qyFkry/urI7NmSfJ0mSJKlemUiQ1Dg22yy1ffrkzs2fD9/7HoweTVmPHgXh5X/7GwwbBl//eqqRcPTRaQeHiRMLnydJkiSpXplIkNQ4BgxIbXbnhhNPhC5d4Lnn4MQTKbv22oLw8kcfhQ8/TMsXbrkFHnwQLrxw3edJkiRJqlcmEiQ1js9/Pi1RWLMGRo2Ce+6BmTPTFpDbb09Z0da05SUlsMsu8ItfwCmnpJN9++YC2rVrwMFLkiRJrZeJBEmNo18/6No19QcOTO3cufD88zBxImVF4eXV1fDGG3DSSWlWwiWXwJ135gJuvrlBhi1JkiS1diYSJDWOqipYvDj1//UvuPXWNDPh7ruhspKyffctCC/fZRe44QbYYYeUcPjpT9OuDp07p4D//reBP4AkSZLUOplIkNQ4lixJbdu2UFEBp58OixbBpz8NkyZRduutBeHly5fD2WfDW2/BeeflLnTpktpFixpo4JIkSVLrVtrYA5DUSpVm/vpp2zbtvrB6NbRpk7aDXL2asrLCxQ3l5eXwxBPw+9/D3/+eTvbqBXPm5J4jSZIkqd45I0FS4+jSJTcbYfVq6N07LXf43e9g+HC6H388JSGsDV+yZAmVhx6akgjt2qWlEC+9lEtIdOjQSB9EkiRJal1MJEhqHCHAEUfkjm+6KW0Fefrp0KEDbZ56ip5FOzcsKC2FAw+EF1+Er30Nhg6F7t1zz5MkSZJU70wkSGo8e++d2jZt4MgjYbfdYJ99YMgQgHV3blizBp55BvbcE447LhVmLC9PF199FVaubLixS5IkSa2UNRIkNZ4VK1JbVZVmJLz+Otx+ezrXpw9l7drBjBlrw8t/9St47TW4/3544AF48MF0oXt3WLgQ3nsvJSMkSZIk1RtnJEhqPPk7LXznOymJ0LEj3HYbTJ9O2e67F4SXDx4Mo0fDlCkwfDhUV6cLvXuv+zxJkiRJ9cJEgqTGk61rMHQoZOshfOEL8KlPQbt2Ne/cMG4cnHEGvP8+lGT+CvvwwwYctCRJktS6mUiQ1Hh69EjtzJm5c3/8IwwaBCecQNmCBQXh5VdcASNHwqOPpuUMTz4JJ52Um5nQs2cDDVySJElqvUwkSGo8BxyQ2ooK2GkneOopOPbYlBj4858pe+CBgvDyGTNSYcbDDktbPx54IHzmM7mAAQMacPCSJElS62SxRUmN5+CDU02EFSvSbg0HHZRmFSxdCk88se6uDZAKMz7+eIo/7bSCYoz8+c/wrW813PglSZKkVsgZCZIaz5o1uZ0bxo6Fhx5KCYInnkg1Eg46qCC8/BOfgDvugFGjUmHFq69OyYOsp59uqJFLkiRJrZaJBEmNZ/Hi1IaQtnU89lj46CP40pdgxgzKfvGLgvD5S5bAl78ML7+ckg6lpalIY+fOKWDhwgb+AJIkSVLrYyJBUuPJ7tSw2Wapra6GLbeEyy6D3r1r3rUhxjRj4RvfSDMa2rdPyYf850mSJEmqNyYSJDWe7K4Ny5entrQUpk5N20EedRR9XnutIHzerFnEYcPg0ENTbYR994UXXoC2bVNA+/YNOHhJkiSpdTKRIKnxtG0Le+yRm0nwhz/AqadCu3bwyCNsdsIJdMgLX7lmDcsnTkz3HXccjBmTtoPs3TsFrF7d4B9BkiRJam1MJEhqXPvsk9r27VP9g2uugcMPhxAIQJ+i8Hnt2kFlJfztb7DNNvCTn8CsWenim2/CqlUNOXpJkiSp1TGRIKlxZZclrFoF996bEgvZQoonnkifbbctCJ/7yCNw882w666wYAFcfnm6sNlmqdjiBx808AeQJEmSWhcTCZIa17Jluf6pp8L778NOO8GECXDPPfTdeuuC8HnLlsHpp8O4cXDyybkLHTumdtGiBhi0JEmS1HqZSJDUuEJIbffuadeGkhL43vdg880B6NOncHHDvHnz0raRF1wAd92VTpaUwPz5ub4kSZKkeuP/cUtqXD17pnbp0tRWV6daCUOHwlVX0ae6uiB83uWXQ79+8OtfQ5s2cOutcPHF6z5PkiRJUr0wkSCpcR18cGqrq+Hoo1OxxcGDYfJkuPBC+vzxjwXh86ZPT/UUOnaEM86AY46BHXfMBbRr13BjlyRJklohEwmSGtcnPpEKK0IqoHjWWbD33msvr7NrQ7duMGAArFgBN94IW2wBv/pVLqAo8SBJkiRp0zKRIKlxffQRrFmT+mPGpK0f77037cLw3e/S57bbCsLnjRgB06bBww/DYYdBRQW8/HKu1sI77zTwB5AkSZJal9LGHoCkVm7x4tSGkHZigDTj4NFHYeed6fP66wXh8+bNS7URPv1pGD4cRo5MOz/EWPg8SZIkSfXCGQmSGlf79qnt1Cl3bost1i53qHHXhjVr4G9/g332SUmELbbIBVgjQZIkSapXzkiQ1Lh69EgzDD76KB137gz/+Q/ssAMceCBl++9fEF4+fz5VnTrRprIynTjiCBg9GrbZBsrLUyFGSZIkSfXGGQmSGlfbtqngIqSEwnPPwZlnppkFzzxDu8svp0deeAQWZJMIJSXQpQtMnZqrkeDSBkmSJKlemUiQ1PgGDUpt+/ap7sHy5bB6dTrXti19Sgr/qpp3zjlp20eAv/wF9twT5s9Px6+/DnPnNtDAJUmSpNbHRIKkxtehQ2orKtLWj3ffnZY43HEHLF9On333LQifd+yx8Pe/w5Qp8MUvwsqV6UL37qmdPbvBhi5JkiS1NtZIkNT4Kipy/TffhI4d4Zln0o4M1FJwEaBXr1RsMWvp0tQuX16fo5UkSZJaNRMJkhpfly6pbdsWKithxQq45ZZ0ftgw+vTsWRA+75FHYN48+OMf05aR3bunpMMTT6SArl0b+ANIkiRJrYeJBEmNb/Dg1FZWwpZbwvTpcOON6WeLLegza1ZB+Lw774Q770wHvXrB44+nGgnZREKPHkiSJEmqH9ZIkNT4Tjop1//2t+GVV2C77dLxtGn0WbOmIHwepB0bABYsgMMPT1tAZj32WL0OV5IkSWrNTCRIanzZpQ0As2bBpZfCe++lLSD32ou+u+9eED5v771TPYTbb4cRI9JshNtvzwU8/XSDDFuSJElqjUwkSGp8Cxfm+r/5DYwZk5YsPP00vPQSfX7zm4LweZB2dfjKV+Dll2HnnWt/niRJkqRNykSCpMYXY2rbt4fq6tS/4oq0FSTr2bWhqgrOPz/t9FCS99dZ9hmSJEmSNjmLLUpqfNniiJWVuXPnnJNmJJx2Gn3Gjy8In/fhh2lnhtJSWLQoLYG4+2444wxYvBhWr264sUuSJEmtjDMSJDW+rl1h2LA0k6BNGzj77DTbYPRoOOwwun/rWwVZz2XAimXLUhIBYJttUjKiW7d07NIGSZIkqd6YSJDUNGy7bWp79oTLL4e8AosB6FMUPn+HHeCII1Ly4N13084NU6emi2+9lWYmSJIkSdrkTCRIahp69Urt/Plw4IHw6qswcCA89RQ8+SR9Bg8uCJ93xx3w6KMwcyZceGGawQDQqVPqz5rVoMOXJEmSWgtrJEhqGlauzPXffhv694eXXoJBgwDoM2wYTJmyNmTu3Lmp07lzbkkDwIoVqV26tJ4HLEmSJLVOJhIkNQ2bbZbaENIuDhUVaTeGgQMhRvqtWVMQPueSS+CZZ6C8HG6/PZ088MB0DqBLlwYcvCRJktR6mEiQ1DRkZh4QI/TunZY4fPrTUFYGVVX0yxZWzJgzdiyMHZsOQoALLkjxBxyQznXu3ICDlyRJkloPayRIahpOPDHX//Wv4bvfTTs4lJfDokX0Kwqfk+1kZzBcdRX8+Me5gEceqecBS5IkSa2TiQRJTUP37rn+G2/AH/+YiiYOGQIjRtAvvw4CMGfoUBg/HmbPhssug9JSePbZXMDLLzfQwCVJkqTWxUSCpKYhf+nCb36TZiIcdlhKKowdS78HHigIn9O3LwwfDn37wsUXw7HH1v48SZIkSZuMiQRJTUObNqlt2zYtVSgthUsvXVuEsV9ZWUH47Hfegeuug0mT4Cc/gb/8BUr8K02SJEmqbxZblNQ09OqV2uzuDGvWwCc/CSecAJ060f+vfy0In7NoEXz72+kHUq2E229PdRKmT4fFixtw8JIkSVLrYSJBUtPQrRsMGwYffJDqJRx1FNx9N9x6a7oMtAdWZcI/ApYDm2XvjzElEqqq0vHMmQ05ekmSJKnVcB6wpKZj8ODUduwIBx2UO9+mDQHW3blhm23gF79ISyD69IGnn4ZZs9LFSZNgzhwkSZIkbVomEiQ1HdnlDbNnw5lnpv4vfpEKL953H/2yiYaMObfdBhdeCJdcAi+9BJ07pwulmclWCxY0zLglSZKkVsREgqSmo7q6sP+Vr6REQffucPzx9Nt++4LwOX9MDWgAACAASURBVKNHw2uvpXoKV14JH32UCi5m6yysWoUkSZKkTctEgqSmo3v3wuN774UbboD//AfOPJN+jz1WcHn2DTfAHnukmQy33ALt2sH3v58L6NGjAQYtSZIktS4WW5TUdOyyS66/++5ptsE3v7n2VP+i8DmdOkFFBSxdmk507Ah9++YFzIGttqq/8UqSJEmtkDMSJDUdxxyT619+OWy7bcHldYotVlRAp07wiU/AzjvDkiXw3e/mAu6/v/7GKkmSJLVSJhIkNR0rV+b6Z54J48fDwIEwenRa2lCUWJiz/fZpl4Ynn4T//hdOP72wzsLs2Q00cEmSJKn1cGmDpKajoiLXnzo1zTZ4/HHYbjv44hfp95//wN57rw2Zs3x5SiIccgiEAGPHFj5v+fIGGrgkSZLUephIkNR0dO2a2tLStPNCRQWMGQObb562f7zmmoLw2dOmwXHHpW0fO3ZM20QOGQLz5qUkgrs2SJIkSZucSxskNR19+6aEwJo1KZkAaReG7t3h9NPp+847BeHzQqCqZ8+07WN5eTq5yy4waFDqz5zZgIOXJEmSWgcTCZKajvbtYfjw1B8+HL73vdTP1D3oEAI9QlgbXhUjCxYuhJIS2GabtBTigQdSbQWA999PSQZJkiRJm4yJBElNy8CBqZ0wAX73u9Q/9lj4zGcgBPrFWBA+56yzYNq0FP/889ClC8SYkguVlWmZgyRJkqRNxkSCpKalXbvUrl6dahycdVbaxvGhh6Cign67714QPqe6Gt57L81aWLkyVxchu3vDsmUNOHhJkiSp5TORIKlp2WyzwuM5c2DFCnjiCTjpJPoV7cww+w9/gMMOS3URDj44JSD23DMX0KVLAwxakiRJaj3ctUFS07LFFrl++/bw979Dz55rZxr0y6uRADBn++1h8mSYNSudKC2FE06Al19Ox85IkCRJkjYpZyRIalqOOy7Xv/XWlEzILlcoKaHf5psXhM959900Y6FNG9hyy7Tjw/nn5wL++tcGGLQkSZLUephIkNS0dO2a619ySUoibL45fPKTAPSbPr0gfE6nTnD55TBjRpqZ8IMfpGKLWUXxkiRJkv43JhIkNS35SxE+/BB694YXX4R//QtmzKD/xRcXhM/q3BkWLICJE1MCYf78wuctXdoAg5YkSZJaD2skSGpassURS0rSzgurV6dEwaxZ8Pvf03/06ILw2fPnwzXXpJ9evVJs+/apVsJHH0FFRSN8CEmSJKnlMpEgqWnp1y/VO6iqSu2SJbDHHqn2ATCwKHxmu3bEgw8m/PvfKYmQfUbnzvDuuzBtWsOOX5IkSWrhXNogqWnZbDPYeuvUHzECtt9+bRIBoPuuu9KhTZu1xxWrV7P0n/9MMV27pnoKU6emJALABx+kYoySJEmSNgkTCZKanoGZeQdvvZUSAqWl8KlPQZcuhNdfZ2BVVUH4zJ12gjvugDlz4I030u4NACGkBEN5ecOOX5IkSWrBTCRIano6d07typWpveUWeOQRmDkTbrmFAT17FoTPWrgQHn4Ynn8+7d6wcGG6kN29YfnyBhq4JEmS1PJZI0FS05MtuJj13//CDjvAz38ODz20zoyEWTNnwv33p59sfYXdd4fXXqv5eZIkSZI2mjMSJDU9Q4bk+m3awG9/C6NGwQMPQAgMGDasIHzmySen6yGkJAIUJg8mT26AQUuSJEmtg4kESU3PkUfm+hdckNrsMoUuXRjYqVNB+Ky77oJXXkkxBxyQii4+9VQuYMyYeh6wJEmS1HqYSJDU9OTPJvj1r1N75JGw226waBEDXn+9IHxmSQmcfHIqzvjMM/DPfxY+b/78eh6wJEmS1HpYI0FS07NqVa5fWQmHHJJmFcQIf/oTA379a3j77bUhs6qr4a670g4PZ52VCi/mW7asgQYuSZIktXwmEiQ1Pd26FR6/9hqMHg2/+Q289hoDi8Jntm2bdnoYNw6+/vV0skMH6NUr7fTgjARJkiRpk3Fpg6SmZ9AgaN8+9bt0gSVL4KSTUkKhWzcGnHdeQfjs6mqqzz8fyspyJ1euzG0fOXFiAw1ckiRJavlMJEhqejp0gMGDU3/o0FxSAWDJEjr+85/0aNt27amqqirmXXwxlJfDNtvAFVdA27awYEEKmDkTli5tuPFLkiRJLZiJBElNU9++qf3vf1PNhEMOgR/8APr0gffeY0BlZUH4rH794Jxz4NVX4Yc/TPH5Fi5soIFLkiRJLZs1EiQ1TZttltoYobQ01Ujo0CElEq69loFTp/JOXvisOXMY8fvfwx13wN57w+OPFz4vu32kJEmSpP+JiQRJTVPPnrn+mjVp+8fycpg8GYABHTvCihVrQ2YefzzMnQvPPptLIhx2WK5f4gQsSZIkaVPw/6wlNU27757r9+yZlixMngw9esBVVzHg3HMLwmctX54SDfnyZyWMGVOPg5UkSZJaD2ckSGqa9tkn188vtrhoEXz/+wws2iJy5qOPpk6/fnDllbB6NZx5Zi7g/ffrcbCSJElS6+GMBElNU34xxdmzYbfd0qyEc8+FLl0YsGRJQfgsSMsXRo2CgQNh+PDC5y1eXO9DliRJkloDZyRIapo6diw83m476N8fpkyB5csZWBQ+s7QUqqvhoYfST7YmQocOsHKluzZIkiRJm4gzEiQ1TdntH7PuuSfNMnjoIWjblgGf+1zB5Vndu8O0aXDiiRBCSipA2uUBYOLEBhi0JEmS1PKZSJDUNA0YAL17p/6uu6b2o49SkuAzn6HvN75BSd5ODOXl5azabz+499601eO226YL06alduLEVDdBkiRJ0v/ERIKkpmtgZgHD+PGp7dkzJQnuv5/SQw6hb3bWQcbsKVNSzM9+Bm+/DV/4Qu5iVVUq1ChJkiTpf2IiQVLT1b17aleuTLUOPvgAxo2DAw+Etm3XqZMwA1IthCuugC99CZ5+ujBg5cr6H7MkSZLUwplIkNR09eqV669aBbfeCkcfDc88A5WVbN65c0H4jNNPh8MPTwmDP/8Z5s1LBRqz8reRlCRJkrRRTCRIarq23jrXjxEuvBBmzICddoJHH2XQV79aED59iy1SoiG/UOPs2bn+Y4/V84AlSZKkls9EgqSm66CDcv2uXXP9t96CK69k0KRJBeHTL7sMvvlNmDsX9tkHrruu8HlvvVV/Y5UkSZJaidLGHoAk1Sp/6cLSpbDLLrDnnnD33fDss2xeFD6jqip1+vZNMxMOOCDt8hBjOr9wYYMMW5IkSWrJnJEgqelq167w+NRT4ctfTjszAIOKwqdvthkMGpRmJFx0Eey2W0oilGZypvPn1/+YJUmSpBbORIKkpqusrPD4oovScofp02HYMAZdfHHB5emdO8PkyfDHP6alENmZCNndHyZMqP8xS5IkSS2ciQRJTdfWW+dqI2y+OVRWpp8+feAHP2DA975HCGFt+Ny5c1n1ta/BmWempRB9+6ZtI8vLU8CECZBd/iBJkiRpo5hIkNR0hZDbvnHevNS2a5f6X/0qbfv1o1/RLbP+9Ke0/eOuu8Irr8BZZ+UuVlXB4sUNMnRJkiSppTKRIKlpyy5vWL0aevdOSYRvfjPNNKioYFB2+ULG9Gzn9ddhxIi0zCHfqlX1PmRJkiSpJTORIKlp69Ur11+8GL7/fbj++jTroFcvBg0eXBA+/aab4OabYaedYMECWLQIOnZs2DFLkiRJLZiJBElN21Zb5fqVlfCHP6QlDz/+McycyebHHFMQPmPBgpR8qKxMJ0pKYMWKXMCDDzbAoCVJkqSWy0SCpKbtoIPWPRcjXHUVnHYag957r+DS9B//GI47DsaPh+22gyefLNxGcvLk+h2vJEmS1MK1ykRCCOHQEMIjIYRpIYQVIYSJIYS7Qgjb1hLfP4RwWwhhTib+zRDCN0J+ufh17xkVQng0hLA4hLA0hPBUCOHQDYzrSyGEV0MIFSGE+SGE0SGErdcT3y6EcEkIYUIIYWUIYWoI4eoQwmZ1/21ITdxmRf85f+5zcNRRqWbC3Xcz6LHHCi5Pr67OHSxcCPfdl2Kzsjs4SJIkSdoorS6REEI4H3gc6AAcCfQCTgJ2At4IIRxUFL858BowCjgcKAN+D/wWuKmWd3wSeAFYBmwPDAHGA4+FEE6u5Z6fAncBfwP6AvsCmwNjQwjb1xDfFngEOD/z0wM4FTgZeDaE0Lkuvw+pyevUqfD4yCMLZhhsXlpacHn6wIFw3XWw/fYwdy7ccEO6kK2TMGNGfY5WkiRJavFCLKp43pKFENoB5cBmQL8Y47y8a3sArwCvxBj3zDv/MHAUsHOM8e28878DzgGOijE+kne+MzARqASGxRhXZs6XAOOArYGti969e+bdf40xfiHv/EDgQ+CN/DFlrn0XuBr4ZozxhrzznwP+Cvwqxvj9jfpFpeeMHTFixIixY8du7COkTWPKlMI6CSGkpQ3dusE11zB9v/3YYtiwtZd79+7NvHnz4MMP4ZBDYOrUdKG0FNasgYEDTSZIkiSp1Rs5ciTjxo0bF2Mc+XHvbW0zEnoAXYDy/C/yGe9k2p2zJ0IIQ4FPk5ILbxfF35Zpzys6fyLQD7gnm0QAiDFWA38kJTHOKLrnO0DIe2b2npnAv4BRIYR988YVMvdUAncWPevvwELg7BBCB6TmbvBg6N499Xv0SEkEgH79oLKS/r16UVKS+6ts/vz5rNxqKxg6NCURtt0W9tgjJREAZs7M9SVJkiR9bK0qkRBjnAvMAspCCH2KLu+QaefknTsy075Uw+PeACqAg0II+XOvj1rPPS8VxRS/5z91vGdn0rKHd2KMy/KDY4xVwKukhMUBNTxPan56907tokVpF4bu3eH99+HMMyktK2NAfl0EYMaUKSnh0LYtHHwwjBpV+LwlSxpm3JIkSVIL1KoSCRlfARYDo0MIO4YQOoYQRgG3ZK7/Pi92p0w7pfghmRkG04FSYLu63JN3bsfsiUwNhh7A4hjj4vXcs1PeufW9o7Z7pOarb99cf+ed004MvXql4xjZvCh8xu67w267pS0gb7gBrr++MKBNm3odriRJktSStbpEQozxcWCfzOFbpFkFLwPtgW/EGH+dF94v0y6q5XHZL/5533LWe082vkveLIZN/Y7a7qlRCGFsTT9AjTtYSI0imzQAeP112G8/WLAARoxIOzcccURB+PRzz4Vx4+DPf84VWcz3wQf1PGBJkiSp5Wp1iYQQwudJU/+rgF1INRP2IxVC7BZCyP+nyuw3kMpaHpfdUy5/acP67snbg27tPZv6HbXdIzVfO2RWHmVnElRUwIABcNVVcOKJDBo6tCB8+g03wBFHwGmnwYoVsOWWhc97/PEGGLQkSZLUMpVuOKTlCCFsRSpOuAg4JsZYkbn0QghhJvA+sAfwucz5FZm2bS2PzO5BV5F3bgXQuZZ72uX1s/ds7Ds+7j01qq1CZ2ZWwogN3S81iL32Sm1VVe7crFlw6KHQqxeDFheuCpr+n7xyI5tvDv/3f3DiibnaCAsW1POAJUmSpJartc1IOAHoADycl0QAIMY4hVTs8LgQQnbpQ7bwYo9anpcpJc/cvHPruycbvyzv/Zv6HbXdIzVf7dsXHv/lL6mIIsCCBQzKTzAA0yAlENq0SVs9HnlkYYHFmTPrdbiSJElSS9baEgnZ+c2za7mePb9rpn0r025VHBhCKAEGkZZIvJd3qdZ7gMGZdu1WkjHGGaQZEt1DCN3Xc89beefW947a7pGar+5FfzR++ctUcBHg4IPZ8vjjCy5PHT4cpk9P2z9+6Uu5Cx0yO6K+/349DlaSJElq2VpbIiE7n7l/LdcHZNps7YFHMu1eNcTuQqpB8HTR7Ib13bN3UUzWox/znjeBmcD2IYQu+cGZGg97AMuBZ2t4ntT8bLdd4U4Lr70GIcA118ATT7Bl0a4MUydPJl52Gfz0pzB6dDrZuTOsXJn6JhIkSZKkjdbaEgljMu2nQwgFpdxDCFsCewLVwFMAMcYJpC/wo0IIO1Loa5n22qLz9wDzgJNCCB3ynl8CfBn4CLi56J7sM76WfzKEMAA4HHgtxvh89nyMMQK/JdVIOKXoWZ8FegI3xRhXIrUEXbpA796pn00oxAjnnQe77ELZgQeS/wd6+erVLLz0UvjDH1JdhUMOgcsuywWsXJmKMEqSJEn62FpVIiHG+BLwf6SZBw+EEHYKIXQOIewN/J1UpPDKGOPEvNvOJtUkuDeEsHMIoVMI4evAWcBtMcYxRe/4CPgKadbDn0IIA0IIZcD1wM6kLSbnFt3zKvBz4PgQwkUhhC4hhKHAfcAq4Ks1fJxrgaeBK0MInwkhdAwhHAj8HngDuHQjf01S09SzZ2qrqmCXXeCEE9KshDffJLz3HkX7MjAVoF2m7ugTT8APflAYsNI8myRJkrQxWlUiASDG+A3gZFLRxeeAJcDDpFkEx8UYf1wUPw3YHXgNeBxYCJwLnAecXss7HgX2B7qS6idMBrYHjogx/qmWe34EnAocnxnLS8AsYGSM8e0a4iuBI0gJhWuBxaQdKe4F9o8xLq/TL0RqLvrnrUhatAieey7NSujZE4YPZ3CXglU+TL3uOli+PBVmHDAAKot2S13uHxFJkiRpY7Sq7R+zYox3A3d/jPhZ1DwrYH33/If0Rf/j3HMnKRlQ1/hVwCWZH6ll69s31582LbUjR8Jjj0HPnmx52mlw221rQ6Y++GBavvDmm2mryBBS4iHrwQfhnHMaaPCSJElSy9EqEwmSmqGDDoJ77ilMCIwdC8ceC127suVjjxWET33iibSkAaCkBC6+GG68EeZkdk/NtpIkSZI+FhMJkpqHfv1Sm00iHHZY2gLy2bQ5SXGNhCn5B9XVcOmlhQHTp2/6MUqSJEmtQKurkSCpmeratfC4R49UeDGENCOhKHxqWRm89RbMmAEXXphmJQCUZvKnbgEpSZIkbRQTCZKahyFDCo/vuw/atoX774clSxg8eXLB5alLl8L116flEA8/nGYllJbCmjUp4N13G2jgkiRJUsvi0gZJzcOgQdC9OyxenKuTUFkJV18N991H/xdfpC2Q3Zth4erVLL/xRjbL3t+zJ5x7bm6Jw7JlaUZDmzYN/lEkSZKk5swZCZKajx49UhsjbLUVdOwIL74Io0dTMm0ag4rCp+YfLFwIP/tZYUBFRT0OVpIkSWqZTCRIaj4GDMj1+/TJ1T3o2BGooeDi5z8PkyfDa6/B3nunGQj5li+vv7FKkiRJLZSJBEnNR8+euf7LL8NHH8EJJ8CiRTBtGlvus09B+NRXX4XzzoPbb0/xxR58sJ4HLEmSJLU81kiQ1Hzsv38qnJitkQApQXDCCfDOOwyeMKEgfOrUqTA1b4HDPvvArFkwZUo6nju3YcYtSZIktSAmEiQ1H9mdG7JJhL5909KFzI4NW7ZpU7B8YW0KoaQk7drw4ouFzyva6UGSJEnShrm0QVLz0a1brt+mDfTvn/rt2gGwZVENhCkdO8INN6SlD48+uraWAiGk1i0gJUmSpI/NRIKk5mObbXL9qip4/fVUgHH8eJgyhS0vuqggfOqKFalGwpFHpnbFCmjfPjejYfz4Bhy8JEmS1DK4tEFS8zF4MHTpAsuW5c7Nnw+nngpTprD5jBkEIJMmYA6wctUqOrzwQjpRUpKSCg88kI6XLUtLHkrMqUqSJEl15f89S2peunfP9YcMgcpKeP55mDGDdm3bMrC0MD+6tk5Cx44paZBNImRVVtbrcCVJkqSWxkSCpOZlwIBcv3371JaUQKdOUFnJkDVrCsIn77IL3Hlnmn1w/vnrPm/SpHocrCRJktTymEiQ1Lz07p3rv/deKpz4wANpW8dLL2VIfkFGYNIbb8App6RlEddck062bZsL+Pe/63/MkiRJUgtijQRJzcsBB8CYMbnjGOGss2D5cli2jCFF4ZN69YIlS2DGjHSifXvo0QPmzEnH8+c3yLAlSZKklsIZCZKal8GDc/22baFnT5g9Oy1dCIEh+TMWgEkLFsCaNalGwjbbwKpVuSQCpFkNkiRJkurMRIKk5qVHj1y/qirNNoBUeDFGhhTNMJjUpg0cfDBcfz088QT06lX4vDffrOcBS5IkSS2LiQRJzcsuu6S6CJB2YaiqgpNOgpdfhgsvXHdGQlUV8ckn4WtfS8mGBQtg4MBcQHbJgyRJkqQ6sUaCpOald2/o0gWWLs2du+ce+MtfoLKSPkCnEKiIEYBlwIJtt6Vs/PiUdAAoL8/dW1GRzrdp02AfQZIkSWrOnJEgqfnJX54walRqKysBCJ06sVX+rgzApPHj0xaRhx8ORxyR6iTkK9oyUpIkSVLtTCRIan569sz1x41L7ahRsP32UFHBkNWrC8InAfTtC7vuCl27rvu8f/6z3oYqSZIktTQmEiQ1P9ttl+uvWQPdusHVV8POO0PbtutuAQlpZ4df/hLuuy/NTthii1zAhx82wKAlSZKklsFEgqTmZ6+9Co+XLIEDDoDRo6GqiiE77lhwedI226StIrOqq2H69Nzx5Mn1OFhJkiSpZTGRIKn5GTAg1+/VC9q3zx1XVzPk7bcLwidNnJhqKOy7LzzzDOywA2SKMQLwxhv1PGBJkiSp5TCRIKn56d8/11+wIBVPPPBAuOwyGDCg5qUNAC+8AGeeCe+8Uxjw7rv1OFhJkiSpZTGRIKn5GTWqcKkCpDoJ994Ls2YxuCh8egisPvZYaNcOxo9PJ/OLLi5bVp+jlSRJkloUEwmSmp+SEujSpfD4oYdSkqBjRzqdeir983Z2qI6RaWPGQHY3h969YenS3P2rVxcudZAkSZJUKxMJkpqnPn1y/W7dUhsCrFgBf/oTQxYuLAifVFmZkg9f/zrcfHNKPuTLbiMpSZIkab1MJEhqnvITCYsWwZAh8MorsOeeUFJSc52EZcvgD3+Az3427dyQv7zh1VcbYNCSJElS82ciQVLztO++hceTJsHBB8PLL6edG7baqvDyySfDcccVzkSoqMj1Z8yox8FKkiRJLUdpYw9AkjbK9tvn+t26wZIluaKJu+7KkEGDYPLktSGT7rorF/+FL8AHH8Drr+fOubRBkiRJqhMTCZKap7KyXD9bOHHAgNR//XWG5CcJyNsCElISYdq0wue98Ua9DFOSJElqaVzaIKl52nvvVFwR0o4LJSVw2WXQrx/AOjUSPmzXjnjaaWn2wuuvw8KFhVtILl7cMOOWJEmSmjkTCZKap27doFOn3HF1NZxxBkycCAMH0u/66+nQocPay0tXr2bhjBm52QsdOkBlZe7+FSsaaOCSJElS82YiQVLz1atXrt+xY64/cyYlP/oRW+cnCoAJ//pXmr0wbBiMHp2SCVkxwnvv1fOAJUmSpObPRIKk5is/kbBiBey2G5x3XkoqLF7M0KqqgvAJpZmyMB98kLaAXLkS2rfPBbz0UgMMWpIkSWreTCRIar723LPwePJkuOmmlFTo3Jmhw4cXXJ5w0UVwyy3QvXvuZP6sBbeAlCRJkjbIXRskNV8jRuT6HTrkCiZ27Ajf+Q5Dly6F999fGzLhyishO0th+HAYOBCefDL3jFdfbYBBS5IkSc2biQRJzVefPrn+6tWp7dIFli2DK65gWFH4B/lLHaZOhfLywoCiLSMlSZIkrculDZKar332yfWrq1O9gyuuWLut49Ci8Ant2xNvvRUOOijVR1iwoDBg0aJ6Ha4kSZLUEphIkNR89e5duPPCqlVw7rmp7sExx9D/3Xfp3Lnz2svLVq1i3r335mYe5G8fCW4BKUmSJNWBiQRJzVt+4cQQcv0HHyQccQTbVFQUhE/4979TLYW2beGUU9JSiKzqapc3SJIkSRtgIkFS85ZfJyFGOOqoXBHGadMYGmNB+ISyMthyyzRr4aabUj2Fdu1yASYSJEmSpPUykSCpedtjj8Lj556DceNSf7/9GJpfRwGYcMwx8LvfwdZb505mCzUCTJhQTwOVJEmSWgYTCZKat913z/XbtYOlS1N/0CA4+mj+n707D7O6rBs//r5nYEB2BFFAQ0FREUXFFbLUtDSXrFyeFs0sW7Q0e1rVUrPlsX4++mRWT2r22GJpG6WWipqpKSgugYKioqCIuACyLzP374/vDJzznTNnmzMw55z367rmOnN/7uX7geuKnM/c3/se269f1vC5110Hxx8Pzz0HQ4fC2Wdnrzd9ehcnLEmSJFU3r3+UVN22227T95lXQC5YAF/5SvubGyA5SyHG5PrHH/84e8CsWV2YrCRJklT93JEgqbodemj2IYv9+sG4cRubu6RuZni2Vy/ismXwi1/AgAFJQSFT244GSZIkSTlZSJBU3QYNyj4sccUKmDYtudrxppvY5sUXGZBxReTKtWt5ZehQ+MQnkqLBiBGw1Vab5q9aBRs2bMY/gCRJklRdLCRIqn4DBrSPrVoFJ59MGDaMXdasyep6Zt06aG5OGm+80b5wcM89XZSoJEmSVP0sJEiqfqNGZbc//elkRwJAjO3PSTjgAPj+9+GQQ2Dt2uQqyMbGTQPmz+/SdCVJkqRqZiFBUvU74IDs9s9+luxIOOgg+OUvGXvMMVndc194AX75S3j88STQp8+mHQoADz/ctflKkiRJVcxbGyRVv3333fR9Y+OmosCTT8K3vsUuzz6bNXzu4sWweHHSCCE5nPGRRzYNmDatixOWJEmSqpeFBEnVb8cdN33f3AyDB0PfvvDSS7B8ee4rIHfcEQYOhJkzs4sIkFwdKUmSJCknX22QVP3SV0AuX54UEQAmTGCXQw/NGv5sCDRPmpTsRMi8sSFzviRJkqScLCRIqn6NjZBxxePGWxi23x4OPJCt161jaMbwtTHy4m9+AzfeCCtXwrBhMHLkpgHr1rkrQZIkSeqArzZIqg0DB8Lq1ZvavXsnuxJ+9jMAdgPuzxg+Bxjdq1fyKkTbeQmZpk2DHXboyowlSZKkquSOBEm1Yc89s9vbbZd89kjqpbunhs/eeWc491z47GezX4toM3du5XOU11f/FQAAIABJREFUJEmSaoCFBEm1YdKk7PYLLyTnH3z/+/Ctb7HbwIFZ3XOefTbpu+oqiBH22Sd7/n33dW2+kiRJUpXy1QZJtWHMmPax1avhi18EcuxISI997LHs9qxZlcpMkiRJqinuSJBUG975zuz26NHJIYytdksNnxMCHH44/OAHcOSR7ddbsqTyOUqSJEk1wB0JkmrD294GDQ3Q0pK0n38++TzhBHjnOxn1u9/R+6GHWNM6/I0Yee3uu9nm7ruTQAjJ7Q2vvpq0V6xIdjTkuh5SkiRJqmPuSJBUO/r0ST4zD0/885/hvPNoeOghdk0Nn5PZiHFTEaHNP//ZBUlKkiRJ1c1CgqTaseOOyWeMyefb3pbV3e6chKYmOPTQ5NDFoUPbrzd/fqUzlCRJkqqehQRJteOAA7Lb8+fDwIHw9a/DpEns1tSU1T1n3Tr4xz/gK1+B11+H/v2z5//jH12ariRJklSNLCRIqh0TJ7aPLVuW7Dj417/Yfd26rK7ZqcICy5dntx9+uMIJSpIkSdXPQoKk2rHXXtntHXZIPpubgRw3N6xbl5yrcMQR8NnPZp+tAMkuBUmSJElZvLVBUu2YPDm7vWBB8nnYYbBkCWPnziWsXEnrCQq8CKxatYo+U6fC1KlJcMAAeOut5Ptly2DDBujhP5WSJElSG3ckSKodIUCvXpu+b/Pww/D44/ReuZKdMoZH4JkBA7LXaCsiQHKV5IMPdlW2kiRJUlWykCCptmy7bfLZdnNDz56wYsXG7t1Try/Mfust6NcPTj4Z9tij/XovvthVmUqSJElVyUKCpNqSPnBx/XoYMiQ5P6Ghgd3aCgyt5kBSaLjpJnjySWhI/bN4991dmq4kSZJUbSwkSKotkya1j61dC7NmQUsLu6e6Zo8YAVtttSnQ0pI9YNq0iqcoSZIkVTMLCZJqy7hx2e0+fZIdB60Fgt0GD87qnrNwIaxeDVtvDZ/4RPuDFRct6spsJUmSpKpjIUFSbTnyyOz2qlXJ5/jxEAK7L1mS1f00sAHgzTfhuuuSWxoydygsXZrEJEmSJAEWEiTVmp492+8qaGiA+fMhRrYGtmts3Ni1Dnh2v/2yb3lYvXrT9y0tvt4gSZIkZbCQIKn2DB266fsQkmJA27WO223H+N69s4bPeuSR5JaHXXaBQw5pv968eV2YrCRJklRdLCRIqj377LPp+7ZbGtoOVVy0iPErV2YNn9X2zdy5cN99yfeZOxSmTu2yVCVJkqRqYyFBUu3Jtatg9eqNryyMHzAgq2vWzjvDyJHZ4zOvifTVBkmSJGkjCwmSas+ee2a3Gxuh7ZDFrbZi/NZbZ3XPevZZePnlZBfCIYdA6tUHXn21C5OVJEmSqouFBEm154gjstvNzdCrF+ywA6xezbgXXsjqngusGTIk2YVw332wZk1yaGObpUs33f4gSZIk1TkLCZJqT+/eyS6ETM3N8NJLAPTfdlt27NdvY1cLMGe77TbNaWyE9es3zY0RZszo4qQlSZKk6mAhQVJtGjZs0/eNjbBhw6ZzD5qaGL92bdbwWU8+mRQbGhpgxx3brzd7dtflKkmSJFURCwmSatPEiZu+b25OPidMSM5BWLCA8Zk7DoBZ22wDBx+cXBX53HNJMPPmhr//vYsTliRJkqqDhQRJtWny5PaxmTOTXQkjRzL+sMOyumatWgVPPJE0GhqSMxUyb25o65MkSZLqXI8tnYAkdYn9989uh5DsNgB47TXGv/56VveslSs3NWLMPiMBYPHiLkhSkiRJqj7uSJBUmw45JLsdI4weDf37w7p17Lp2LZnHMb4IvHX22fDOdyZj24oObVasgFde6eqsJUmSpG7PQoKk2tTU1P7mhuefh+XLYcgQen/jG+wydGhW91NXXw333ps0PHBRkiRJyslCgqTaNWrUpu8ziwpvvAHf/nb71xsyGy+80H69f/6zktlJkiRJVclCgqTadeCBm75vbk4OUBwzJmnHyPjU8FnjxsFFF0Fqp8JGU6d2SZqSJElSNbGQIKl2pQ9cXLs2udqxqQm+/GXGH3tsVveTTz0Fl1wCr7+eFB223z57/rx5XZywJEmS1P15a4Ok2vWud+WOr1sHP/hBux0J/4bkdofGxqTo8NJL2QMWL04OYWywBitJkqT65X8NS6pde+zRPtb2agOwM7BVRtdiYNFBByW3O+SyYQPMnFnJDCVJkqSqYyFBUu1qbITevbNjzz2XfE6eTONRRzE+hKzuxx98EJ55Jmn069d+zTlzuiBRSZIkqXpYSJBU23LtSgB44AH4+9/ZO8as8BMAu+8O224LK1a0nzdlSsVTlCRJkqqJhQRJtW3y5Ox2z56bvh86lAl9+2Z1Pw4weza8+moSSO9KePTRiqcoSZIkVRMLCZJq28SJ2e3165PPXr2gpYW9V67M6n4iPT+9K+HllyuaniRJklRtLCRIqm3HHNM+NnhwcivDm2+yV6rraWDV6NHJjQ+5zkhYsQIWLuyKTCVJkqSqYCFBUm3beuv2sSVLks+996b/nnsyJuPAxRZg1vPPw113JUWD3r2TQxszzZ3bdflKkiRJ3ZyFBEm1LQQYMSJ33+OPw8yZTMh14CIkBYQ1a6C5OXvebbdVPE1JkiSpWlhIkFT79t8/uz14cFZz79TwxwF69ICttsq93j33VCozSZIkqepYSJBU+/bbL7vd9mrDuHEwZgwTUsOfANiwYdNBiw2pfyrnzeuCJCVJkqTqYCFBUu079tjc8aeegueea7cj4QmSsxLYdtvkq6Ule8Abb8Dy5ZXPU5IkSaoCFhIk1b5x49rHMg5Y3AHIfNlhBTAP4NVXky/IPnAxRnjmmcrnKUmSJFUBCwmSal9TE/Ttmx2LMTkHoUcPArR7veHx9BrpAxfvuquyOUqSJElVwkKCpPqwd+oFht69k3MQNmxIulPDN97cMHBg7vW8uUGSJEl1ykKCpPqQPnBxzZrkc8cdYaut2u9IaGxMXn9YtiwJZLwKAcDcuV2RpSRJktTtWUiQVB/e857c8RdegNWr2btXr6zwY83NyesPANttt+n7NosWbSpGSJIkSXXEQoKk+jB5cnY7tcNg3Nq1NGW0XwJebWssWpR8Zl4D2dICzz5b4SQlSZKk7s9CgqT60L8/9Oy5qd22w2DYMAiBJmCv1JQZ/ftnB9LXQN5zT6WzlCRJkro9CwmS6kMIsNtu7eOLF2+8wWG/pqasrhnLlyffNDZm70Zo85e/dEGikiRJUvdmIUFS/Zg4MXe8Tx/YsIGJ69ZlhWf07ZvsWGhubr8bAWDOnC5IUpIkSereLCRIqh/vfnfu+KpVAEwcOTIr/MjKlcmOBYChQ9vPW7gQ1q6tZIaSJElSt2chQVL9SBcSUgcu7vHyy1kHLr5MxoGLr7+efKYPXJw3r8JJSpIkSd1b3RYSQghHhBD+EkJ4NYSwNoSwIIRwawjhQznGjg0h3BxCeD2EsDKEMC2EcEqB9Y8KIdwbQlgeQlgSQrglhNDBvmoIITSEEM4JIcwKIawOISwMIVwTQhiWZ86AEMIVIYT5IYQ1IYRnQggXhhB6djRHqmuDByfnHbRpO3CxdbdBEzAhVVyYMSz1P8H0Kw533FHhJCVJkqTurS4LCSGEi4HfA38Bdge2Bj4PHAJ8LDV2AvAIsA1wEDAcuBX4bQjh/A7WPwP4G/AEMArYE1gH/CuEcGgHaV0P/D/gcmAIcExrPg+HELbL8YwBwAPAScCHgcHAV4GvAVNCCI3pOVLda2iAnXduH2/bbTBsGBN79crqeqTt1QZot4MBgClTKpigJEmS1P3VXSEhhHACcBFwWozx2hjjmzHGlTHGPwOXAAsyxjYA/0fy93RyjPHZGONbMcZvAbcAl4YQxqfWHwlcDUwHzm1d/yXgVGAJcEMIoVdqzgeB04ArY4zXxxhXxRgfAz4CvA34YY4/yneA8cCnYoz3xxhXxxj/1PpnOxr4dOf+pqQate++7WONjUmRYPFiJq5Zk9U1Y9CgTYc0tu1gyDR7dhckKUmSJHVfdVdIAL4LzIkxtru3LcZ4eYzxzIzQ4cAE4JYY4+LU8J+T/P2dm4p/FugNXB/jpp86Yowrgd8BOwAnpuacl7FmZj4zgH8DJ4YQtm+LhxD6A58EXiHZ+ZDpF0DMWFNSpve+t32suTkpEmy1FfvtvXdW14ylS2HGjKTRp0/7XQmLFm08rFGSJEmqB3VVSAgh7E3yKsM/i5xyTOvngzn6HkyNKWtOCGEwMAlYGmPMdZfcg0AAMn/6OZykWDEts1gBEGN8A3gG2DmEMDbHelJ9y3fg4urV7PH442RuGXoZWNSrFzQ1JQWD9K6EGOGFF7ooWUmSJKn7qatCAskZBwDzQwinhRBmtB5suDSEcHsI4Z2p8Xu2fr6QXijGuAhYAwwPIQwBaD2XYFxHczJie2bE9iApFOQa39GcDvPKM0cSwJAh7Q9cDAFaz0bo2dDAXo3ZR4zMaG6GdeuSRuoMBQD+8IeuylaSJEnqduqtkDCm9fOTwKXAV4ChJIcaDgbuCiGcnDG+7ZDDJR2st6z1c9vWz8EkB7/HGOOyHOOXpsYX84xKzcmptZjS7gvYrdBcqSo1NrY/cDFGWLs2+X7gQCY2N2d1z9iwYVOjbVym22+vcJKSJElS91VvhYQBrZ87khy2eFfrQYszgQ+R7Az4aQihX+u4rVo/13ewXuuvKOlT5vjNOUdSm332aR/r0/o/lyVL2C/V9UjfvrDrrrlvbQB46qmKpidJkiR1Z/VWSGjzaozx3sxAjPE54CGSXQVHtoZXt3727GCdptbPtpPWSh2/OefkFGOcmOsLyHVeg1QbPvjB9rG2AxNHjWK/MWOyuqavXEl8+unctzYALFkCy3JtQpIkSZJqT70VEtpeBZjfQf+LrZ+7tH4uav0c3MH4ga2fr2asvw4IIYSBOcYPSo0v5hmVmiOpzTve0XHfiy+yx3PPZW3neRWYP3Qo7LRTx/PmWHuTJElSfai3QkLbhe8d/Sa/TduvHWe2frb76SGEsB3JzQmvtN6UQIyxGXiqozkkr1RkrgvwZOvzdkwPzjOnw7zyzJHUZpttklsYOtBj2DAm9uiRFZv2+uswb17S6N27/aQbbqhkhpIkSVK3VW+FhLtIfmgfFULI9Wcf1frZ9qvF21o/D8ox9uDUGFLtoubEGJeQXPE4KISQ64DDg1tz/ltG7G5gLXBACNkvbbfeIDEWeC7G+EyO9SSFAGPz3I66eDEHZR6wCEwD6NEj+Vqzpv2cBx6oaIqSJElSd1VXhYQY40vAn0leCXhvZl8IYTTJD/8LgTtbw3eR/Fb/2BDCsNRyZwAtwA9T8Z+SXAv58cwf8kMIfYGTgZeA36fmXJmxZmZOE4G9gD/GGBdk/DmWA9cBw4GjU2udTnJo5JVI6tgBB7SPbbXVxm8PTHU9BLBhQ/IF0DO1sWnOnI7PUJAkSZJqSF0VElp9HlgAXB1CeEcIoSmEMB64keS3/KfFGNcAxBhbgI+R7Ai4KYQwJoQwIITwDeBY4OIY478zF2/9gf8c4ADgf0IIW4cQRgK/BIYAp7etnzHnZuDXwBdCCB8PIfQJIewD/Iqk8HBOjj/H+SSvUfwshPD2EMJWIYT3AxcDd5AUNCR15KMfbR9b3XqO6eDB7QoJj5K6JmV96tKUtWvhtdcql58kSZLUTdVdISHG+DKwH8nrBb8GVgBTgeeA/WOMd6XGPwbsD7wOTCc56PB44MMxxks7eMY1JDse9iE52PFJkvMUJqXXz3Aa8GXgS8CbJK8y/AvYL8a4MMczlgGTSHY33AgsBb7f+nVcjHFDeo6kDBMmtI81tP6TuGQJ2wMjMrrWAP/OHJPL3XdXLD1JkiSpuwrRrbjKIYQwY9999913xowZWzoVqesMGADLl+eONzbygSVL+FNG+GrgrHzrHX88TJlS2RwlSZKkLjBx4kQeffTRR2OME0udW3c7EiRpo913zx1/6y1YsqTd6w3TIDlHoU+fHJOARx6pYHKSJElS92QhQVL9eve7O+7r2bPd1SvTIDlHYdWq3HMWLoR16yqUnCRJktQ9WUiQVL9OOaXjvvXrmUj2P5JPA0sAevWCpqbc855/vmLpSZIkSd2RhQRJ9WvnndvHMq517AeMT3VPh+SGho52Hlx/fYWSkyRJkronCwmS6lfv3jBiRHas7VrHxkaA3OckQFbBIcvUqZXKTpIkSeqWLCRIqm9775073twMtC8kPNT2TargsNGTT4K34UiSJKmGWUiQVN9OOy13vHdvAA5Ohf8FtLQ1QthYcNho7drk1gdJkiSpRllIkFTfDjkkd3zNGgB2AwZnhJcBT7Y1Otp5MGVKZXKTJEmSuiELCZLq24gRG3cftNOjBw3A5FT4gV698q95442VyEySJEnqliwkSFKu2xsANmyAhgYmp656fGDt2vzrTZ9eocQkSZKk7sdCgiQdd1zueAjQ0sLk1FWPDzQ2Qt++Ha/35pubDmOUJEmSaoyFBEk6+eTc8dYzEPYbPJjMyx7nNTezcOXK/GtOm5a/X5IkSapSFhIkady4ZPdBB7ZasoT9UrEHBg6Enj1zjgfgf/+3MrlJkiRJ3YyFBElqaoLhwzvu79mTyalXGR5Ytiz/6wv33luh5CRJkqTuxUKCJAEcfHB2O3OHwvr1TE69yvBAQwMMGdLxegsWdHw9pCRJklTFLCRIEsAZZ2S3U0WASakdCY+1tLDijTfyrzl3biUykyRJkroVCwmSBO13JKQMW7mSsRntZmB6797Qr1/Hk37844qkJkmSJHUnFhIkCWDwYBgwoH28oWHj5+TGxqyuB9asgRUrOl7z9tsrmKAkSZLUPVhIkKQ2e+3VPtbSsvFzcnNzVtd9kOxISBUYNnrmmYqmJ0mSJHUHFhIkqc0nPtE+lnHo4jtSXQ8A61asgFSBYaOWFli4sGLpSZIkSd2BhQRJanPkke1jGYcu7gyMyOhaBTwC0KdPx2v+6EeVyU2SJEnqJiwkSFKbkSOhd+/28dZdCQE4NNX1D4BVqzpe869/rUhqkiRJUnfR5YWEEMKgEMIxIYRJIWRezA4hhL4hhG92dQ6SVLSxY9vHMnYlHJrquheSMxJ69sy93uzZFUpMkiRJ6h66tJAQQtgDmA1MAe4HHg4hjMoY0g+4qCtzkKSSnH56+1hGDfSdqa77gfXNzbB+fe71mpth8eJKZSdJkiRtcV29I+F7wIPAQGAk8DzwQAhhly5+riSV533vax9r25EQArsAwzO6Np6T0KNHx2v+8IcVS0+SJEna0rq6kHAQ8I0Y48oY4ysxxpOBm4B/hBBy7B+WpC1s9OiOX1OIseNzEjZs6HjNP/2pEplJkiRJ3UJXFxJ6ATEzEGP8Ikkx4V5g9y5+viSVbsyY3PHWVxzSrzfc2/ZNQwf/pM6ZU4msJEmSpG6hU4WEEMKXQwi75hnyNLBfOhhjPI+kmDClM8+XpC5x2mntYyFsfMXh0FTX/cB6gJaW3Ou1tMDChZXLT5IkSdqCOrsj4TLglLZGCGFs6maGPwEfyjUxxngu8CuSG9Ukqfs48cT2sYybG8YC22V0rQRmFFrziis6n5ckSZLUDXS2kLAeyDxhbDZwQVsjxvi9GOPRHU2OMZ4dY+zyKyglqSS77JL38MSc5yR09FpDmz/+sbNZSZIkSd1CZ3+IXwjsk9EOFVhTkra80aPzdrc7J6Gj1xrazJvXuXwkSZKkbqKzP/T/FTgmhHBrCOETrbGYb4IkVYXTT8/bfWiqfR+wPt+uhBg9dFGSJEk1obOFhAuAW4GjgZ+1xi4MITweQvh5COFzIYTJIYS+nXyOJG1e//Efebt3BbbNaK8EphfalfDf/93ZrCRJkqQtrlOFhBjj8hjjcSTXOH6+NbwU2AU4Hfgh8E9gWQhhdgjhNyGEL4UQDu/McyWpy+20E/Ts2WF3AN6Vit3Z2Jh/zSleVCNJkqTqV5HzDGKMT8cYf9zavBroD+xFUky4CvgXMAL4D+D7wJ2VeK4kdamxY/N2H5k6kPHO5ub86y1enHX7gyRJklSNKn0w4onAHTHGlhjjrBjjDTHGL8QY3xFjHAjsBnwEuLzCz5WkyjvzzLzdR27YkNWeBiwrtOad1lElSZJU3SpaSIgx/jHG+FCe/mdijDfGGL9SyedKUpcocE7CyJ492T2j3QzcW2jNq67qZFKSJEnSluVVjZLUkW23hV69Ou5fv54jUqGC+w3uvruTSUmSJElbloUEScpn4sSO+xoaODIVuhMghI7nrFoFq1dXIDFJkiRpy7CQIEn5fOYzHfe1tHAokHnk4tPAgkIHKl53XefzkiRJkrYQCwmSlM8HPpC3uz9wUCp2J0C+qyCvuaaTSUmSJElbjoUEScqnb1/o1y/vkJyvN+S7CnLmzM5mJUmSJG0xFhIkqZCjjsrbnS4k3AW05JsQI8yd28mkJEmSpC3DQoIkFXLWWXm79wcGZLRfA/5daM3LLutcTpIkSdIWYiFBkgo59NC8NzH0AA5Lxe4otObvf9+5nCRJkqQtxEKCJBUSAgwfnrf/3anQ3zLn5rJsGaxfX4HkJEmSpM3LQoIkFePUUzvui5H0KQr3A8ta+zr0m990Pi9JkiRpM7OQIEnF+PznO+4LgdHAbhmhDcDUQmteeWWn05IkSZI2NwsJklSMkSOhZ8/cfa27Do5JhW8rtOYTT3Q2K0mSJGmzs5AgScXaf/+83e9NtW8D8rzYkBQgnnqqk0lJkiRJm5eFBEkq1jnn5O1+O9Avo70IeKzQmt/9budykiRJkjYzCwmSVKwTT8zb3QQcmYoVfL3hz3/uREKSJEnS5mchQZKK1dgIQ4bkHZLr9Ya8Vq5MviRJkqQqYSFBkkrxoQ/l7T461X4IeD2E/Gv+8IedSkmSJEnanCwkSFIpvva1vN0jgQkZ7QjcEfMeuQhXX93ZrCRJkqTNxkKCJJVi5Ejo0SPvkJJfb3j55Y1XSEqSJEndnYUESSrVwQfn7X5v6lWGvwEbCq05ZUqnUpIkSZI2FwsJklSqr389b/dBMTI4o/0m8EChNS+9tJNJSZIkSZuHhQRJKtVRR+Xt7gEcm4oVvOTx8cc7kZAkSZK0+VhIkKRShQDbb593yPtS7SkkBy92qKUFHnusk4lJkiRJXc9CgiSV4zOfydv9HqBXRnseMLPQmhdc0LmcJEmSpM3AQoIkleM//zNvdz/giFSs4HGKU6d2IiFJkiRp87CQIEnl6N0b+vbNO+SEVLvgOQnr18P8+Z3JSpIkSepyFhIkqVwf+EDe7uOAzIsgHwUWFFrT1xskSZLUzVlIkKRyXXZZ3u5tgYNTsYKvN/zhD51ISJIkSep6FhIkqVzDh0OPHnmH5Lq9Ia/Vq+H11zuTlSRJktSlLCRIUme84x15u9PnJPwDWFpozW98o/x8JEmSpC5mIUGSOuPyy/N2jwV2y2hvAG4ptOYvf9m5nCRJkqQuZCFBkjpj770LDknvSri50ISVK2FpwX0LkiRJ0hZhIUGSOmvChLzdJ6XatwNvFVrT1xskSZLUTVlIkKTOKvB6wz7A6Iz2WuCvhda8/vrO5SRJkiR1EQsJktRZ73pX3u5A+10JRb3esGxZJ5KSJEmSuoaFBEmqhJ13ztudLiT8nSJeb/jqVzuRkCRJktQ1LCRIUiX813/l7d6XMl5v8PYGSZIkdUMWEiSpEj7wgbzdZb3esGoVvPFGJ5KSJEmSKs9CgiRVQggwalTeIWW93nDuuZ1ISpIkSao8CwmSVCnf/W7e7n2BnTLaa4FbCq35+993LidJkiSpwiwkSFKlfOhDebsDcHIqdlOhNdeuhfnzO5GUJEmSVFkWEiSpUkKAt70t75D06w1/A5YUWvfMMzuRlCRJklRZFhIkqZJ+8IO83fsCmRdFrgMKvrwwdWrncpIkSZIqyEKCJFXSSek9B9kC8JFU7NeF1mxpgUcf7URSkiRJUuVYSJCkSgoBRo/OOyRdSLgXWFBo3dNPLz8nSZIkqYIsJEhSpf3wh3m7dwEOSMVuLLTmzJmdSEiSJEmqHAsJklRpxxxTcEjJrzcA/OY35WQjSZIkVZSFBEnqCnvskbf7FKAxo/1vYFahNc87r3M5SZIkSRVgIUGSusLPf563e1vgiFSs4K6ExYthw4ZOJCVJkiR1noUESeoKBxwADfn/iU2/3vAboKXQul/6UieSkiRJkjrPQoIkdZVDDsnbfQKwVUZ7PnBfoTV/+tPO5SRJkiR1koUESeoqN9yQt7s/STEh0/WF1ly7FhYUvCxSkiRJ6jIWEiSpq7ztbdDUlHfIx1Ltm4HlhdY98cROJCVJkiR1joUESepKH/5w3u4jgO0z2qtIigl5TZ/euZwkSZKkTrCQIEld6eqr83Y3AqelYgVfbwD4dcE7HiRJkqQuYSFBkrpSnz4waFDeIaen2vcDcwut+7nPlZ+TJEmS1AkWEiSpq116ad7uXYC3p2K/KLTm0qWwenX5OUmSJEllspAgSV3t7LMLDvl4qv1/QHOhSSefXGZCkiRJUvksJEhSVwsBdtst75CTgD4Z7ZeBqYXWvfXWzuUlSZIklcFCgiRtDr/9bd7u/iTFhEzXFVozRrjttk4kJUmSJJXOQoIkbQ4TJkBjY94hZ6TafwJeLbTuRz/aiaQkSZKk0llIkKTN5SMfydt9CLBrRnsD8PNCay5ZAmvWdC4vSZIkqQQWEiRpc7nmmrzdAfhMKvYzijh08YQTys9JkiRJKpGFBEnaXJqaYNiwvENOA3pltF8A7ii07u23dyotSZIkqRQWEiRpcyqwK2Fr4JRU7KfFrHv99WUmJEmSJJXGQoIkbU7HH59cB5lH+vWGW4CXCq171lmdSEqSJEkqnoUESdrcjj46b/dBwJ4Z7Rbg2kJrrlkDCxZ0Li9JkiSpCBYSJGlzu+mmvN25Dl28huQWh7ze9a7yc5IkSZKKZCFBkja3vn1hyJB121UZAAAgAElEQVS8Qz4K9M1oLwT+WmjduXOhueAdD5IkSVKnWEiQpC3h2vwvKwwAPpyK/aiYdU8/vbx8JEmSpCJZSJCkLeGEE6Ah/z/B6dcb7gZmFlr3V7/qRFKSJElSYRYSJGlL+cAH8nbvC7w9FfthMet6FaQkSZK6kIUESdpSfvvbgkPOTbV/BbxeaNJnP1tmQpIkSVJhFhIkaUtpbITtt8875ATgbRntNSQ3OOS1di3MLPgShCRJklQWCwmStCXdckve7h7A2anY1cD6Qut6FaQkSZK6iIUESdqSJkyApqa8Qz4JbJXRfhn4Y6F1X3sNli3rXG6SJElSDnVfSAghHBdCiCGEmGfM2BDCzSGE10MIK0MI00IIpxRY96gQwr0hhOUhhCUhhFtCCBPzjG8IIZwTQpgVQlgdQlgYQrgmhDAsz5wBIYQrQgjzQwhrQgjPhBAuDCH0LO5PL6lbuOSSvN1bA6elYv9TzLpvTx/VKEmSJHVeXRcSQgj9gR8XGDMBeATYBjgIGA7cCvw2hHB+B3POAP4GPAGMAvYE1gH/CiEc2sGjrgf+H3A5MAQ4BjgEeDiEsF2OZwwAHgBOIrlufjDwVeBrwJQQQmO+P5ekbuRrXys45JxU+0FgeqFJs2ZBc3OZSUmSJEm51XUhAbgMeKmjzhBCA/B/JH9PJ8cYn40xvhVj/BZwC3BpCGF8as5IkleYpwPnxhjfjDG+BJwKLAFuCCH0Ss35IMkvHK+MMV4fY1wVY3wM+AjJOWu5bnz7DjAe+FSM8f4Y4+oY45+Ai4CjgU+X/Lchacs54oi83eOAd6dilxez7vveV2ZCkiRJUm51W0gIIUwGzgDOzDPscGACcEuMcXGq7+ckf3/p29k+C/QGro8xbnxdIsa4EvgdsANwYmrOeRlrkjFnBvBv4MQQwsaj3Vt3UnwSeIVk50OmXwAxY01J1eDWWwsO+UKq/XvguWLWjR2+uSVJkiSVrC4LCSGEJpIb1H4QY5yVZ+gxrZ8P5uh7MDWmrDkhhMHAJGBpjHFOB3MC8N6M2OEkxYppmcUKgBjjG8AzwM4hhLE51pPUHTU1wQ475B1yFMk2pDYtFLkr4ez0vQ+SJElS+eqykABcSPJn/3aBcXu2fr6Q7ogxLiK50n14CGEIQOu5BOM6mpMR2zMjtgdJoSDX+I7mdJhXnjmSuru77srbHYCvpGLXA+ntUu385Cfl5yRJkiSl1F0hIYQwjuS/xc+MMa4tMLztkMMlHfS33a22bevnYKAJiDHGXPeuLU2NL+YZlZqTUwhhRq4vYLdCcyVV2C67QN++eYf8B8nBKW3WkPsQlXa+9a3y85IkSZIy1FUhofXwxGuBX8QY7ytiStvV7es76F/X+tmnzPGbc46kavCLX+Tt7gl8MRW7GlhRaN2LLy43I0mSJClLXRUSgLNJrmP8apHjV7d+9uygv6n1c1WZ4zfnnJxijBNzfQG5zmuQ1NVOPBEa89/e+klg64z2UpJDX/KKEa66qnO5SZIkSdRRISGEsAPJlYmf6+C1g1wWtX4O7qB/YOvnq62fS0h2A4QQwsAc4welxhfzjErNkVQtzj8/b3dfkqpopv9m01akDn0hfe+DJEmSVLq6KSQA7wL6A38MIcTMr7YBGbF/tIZmtn7ulF4shLAdyc0Jr7TelECMsRl4qqM5wI6pdQGeJLmuccf04DxzOswrzxxJ1aKI8ww+z6Z3nABeAn5daFJLC1xTcO+CJEmSlFfdFBJijL+IMYZcXxlj2mKHtoZua/08KMeSB6fGkGoXNSfGuITkisdBIYRcBxweTFJo+FtG7G5gLXBACCFkDm69QWIs8FyM8Zkc60mqBiedlLd7G+CMVOw7wIZC637mM+XnJEmSJFFHhYQy3UXyW/1jQwjDUn1nkFzjnj4w/ackB6l/PPOH/BBCX+Bkkl8c/j4158qMNcmYMxHYC/hjjHFBWzzGuBy4DhgOHJ1a63SSW+KuRFL1uvHGgkO+DPTIaD8HFJzV0gLXXlt+XpIkSap7FhLyiDG2AB8j2RFwUwhhTAhhQAjhG8CxwMUxxn+n5iwAzgEOAP4nhLB1CGEk8EtgCHB6jHFNas7NJLuSvxBC+HgIoU8IYR/gVySFh3NypHc+yWsUPwshvD2EsFUI4f3AxcAdJAUNSdWqsREOPjjvkFEklcNM3waaC6396U+XnZYkSZJUt4WEEMLpec5IOLQtFmN8DNgfeB2YTnLQ4fHAh2OMl+ZaO8Z4DfBeYB9gPsk5CL2BSTHGuzpI6TSSXzB+CXiT5FWGfwH7xRgX5njGMmASye6GG0kObv9+69dxMcaCO5wldXP33FNwyPlA5h0PzwC/KzSppQV+9KPy85IkSVJdCzHGwqNUd0IIM/bdd999Z8yYsaVTkerbuHEwe3beIWcA12e0dwNmkV1gaCeEpKAgSZKkujRx4kQeffTRR2OME0udW7c7EiSpKjz0UMEhF5BdNJgD3FxoUozw7W+Xn5ckSZLqloUESerOBgyAUaPyDhkDfCQVu5TkNNi8vvGN8vOSJElS3bKQIEnd3cMPFxxyAdn/oD8F3FTM2medVV5OkiRJqlsWEiSpu9tmGxgxIu+QscCHUrFvAusLrf2Tn3hWgiRJkkpiIUGSqsH06QWHXET2WQlzgV8Us/Zxx5WVkiRJkuqThQRJqgYjR8J22+UdsgvJDQ6ZLgFWF1r7tttgdcFRkiRJEmAhQZKqRxFnJXwT6JXRfhn4STFrTyz51h9JkiTVKQsJklQttt++4FkJ2wNnp2LfBd4qtPbs2bBgQfm5SZIkqW5YSJCkavLIIwWHfB3on9F+A/jvYtaeMKG8nCRJklRXLCRIUjUZPhxGjco7ZCjwn6nY5cBrhdZesgTuuaf83CRJklQXLCRIUrV57LGCQ84DhmS0VwAXF7P2kUeWlZIkSZLqh4UESao2gwfDnnvmHTIAuCAV+19gdqG1m5vhkkvKz02SJEk1z0KCJFWjBx8sOOQsYHRGuxn4SjFrX3wxbNhQVlqSJEmqfRYSJKka9e0Lhx2Wd0gv4LJU7BbgrmLWf8c7ystLkiRJNc9CgiRVq9tvLzjkg8DkVOw/SXYn5PXgg/DSS+XlJUmSpJpmIUGSqlXPnnDGGXmHBNpf/fgEcEMx648bV15ekiRJqmkWEiSpml17bcEhBwAfSsUuILnJIa/ly+GGokoOkiRJqiMWEiSpmoUA/53ec9De90jOTGjzCvCdYtb/2MegpaW83CRJklSTLCRIUrU77zzo0SPvkFHAeanY5cDTxax/xBHl5SVJkqSaZCFBkmrBHXcUHHIBMCKjvR44B4iFJt5zD7z4YtmpSZIkqbZYSJCkWnDYYTBkSN4h/Uh2IWS6A5hSzPq77VZeXpIkSao5FhIkqVbMnFlwyCnAoanYF4BVhSauWQOXXlpWWpIkSaotFhIkqVYMHw4HHph3SACuAhozYi8ClxWz/je/CatXl52eJEmSaoOFBEmqJffdV3DIeODzqdhlwPPFrL/LLqXnJEmSpJpiIUGSaknPnnDhhQWHXQxsm9FeC5xNEQcvvvwy3HxzudlJkiSpBlhIkKRac+mlBa+DHAh8PxX7O/DbYtY/+WRobi4vN0mSJFU9CwmSVIvuv7/gkI8C70zFzgXeKGb9vfcuPSdJkiTVBAsJklSLDjwQRo/OO6QB+F+gKSP2GvDlYtafNQtuv73s9CRJklS9LCRIUq0q4jrIXYH0iQrXA3cXs/5RR0FLS+l5SZIkqapZSJCkWtWnD3zxiwWHfRUYl4p9Gijqose99io9L0mSJFU1CwmSVMsuvzy5ySGPJuCaVOxZ4NJi1n/ySZgypbzcJEmSVJUsJEhSrXvkkYJDJgGfTcW+D8woZv0TTvAWB0mSpDpiIUGSat1ee8HEiQWHfQ8YkdFuBj4GrC3mGaNGlZWaJEmSqo+FBEmqBw89VHDIQOCnqdiTwEXFrP/yy3DFFaXnJUmSpKpjIUGS6kGPHnDDDQWHHUeyCyHTD4DCZQiSgx2XLCk9N0mSJFUVCwmSVC9OPRW23bbgsCuBkRntFuB0irzFYcSIwmMkSZJU1SwkSFI9ee65gkMGAdemYk8DFxaz/po18P73l56XJEmSqoaFBEmqJ337wqWFL3Y8CjgzFbsCuLeYZ/z5z3DffaXnJkmSpKpgIUGS6s2FF8KAAQWHXQ5k3sUQgY8CRZ2C8I53wIYNZaUnSZKk7s1CgiTVoxdfLDikP/DzVOwl4FMkRYWCijiPQZIkSdXHQoIk1aNBg5KdCQUcDnwpFfs9cH0xz3jzTTjjjNJzkyRJUrdmIUGS6tWllxb1isN3gH1SsXOAZ4p5xvXXw0NFXR4pSZKkKmEhQZLq2YIFBYc0ATcCfTJiK4EPA+uKecbBB8PateVkJ0mSpG7IQoIk1bMBA+AHPyg4bFfgylRsBkVeCQkwZEhpeUmSJKnbspAgSfXuS1+C7bYrOOyTwPtTsR8AtxTzjJUr4fDDS89NkiRJ3Y6FBEkSzJ9fcEgArgFGpuKnAS8U84x77oFrry01M0mSJHUzFhIkSdCzJ0yZUnDYEOC3QGNGbAlwMkWel3DmmUUVLSRJktR9WUiQJCWOPx4mTSo47O3A91Kxh4EvF/ucUaOgubm03CRJktRtWEiQJG3ywAPQ2Fhw2H8Cx6ViPwRuLvY5gwaVlpckSZK6DQsJkqRs8+YVHNIA/B+wYyr+CWBOMc9YsQIOPLDUzCRJktQNWEiQJGXbYQe45JKCwwaT7EBoyogtB94HLCvmOdOnw/nnl5OhJEmStiALCZKk9r75zaSgUMB+wBWp2DPAR4CiTkH43vdg6tSS05MkSdKWYyFBkpTbCy8UNeyzwOmp2K3ARcU+58gj4dVXix0tSZKkLcxCgiQpt4YGmFP4xIMA/ATYPxX/DvD7Yp+13XawYUNJ6UmSJGnLsJAgSerYrrvChRcWHNYb+COwbSp+OjCz2Gf16VNKZpIkSdpCLCRIkvK79FLYeeeCw7YH/gD0zIitJDl88bVinrN+PWyzTTkZSpIkaTOykCBJKmzu3ORVhwImAz9KxeYBJwBrinnO66/D3nuXnJ4kSZI2HwsJkqTiLF5c1LBPAZ9Oxf4FfBxoKWaBJ56AE08sKTVJkiRtPhYSJEnFGTIEbrqpqKFXAe9KxX5LCTc5/OEPcP75xecmSZKkzcZCgiSpeCedlHwV0JPkxobdU/FvA78o9lnf+x5cc00p2UmSJGkzsJAgSSrNTTcl1zUWMAi4FUgfn/gp4J5in/WpT8Hf/lZSepIkSepaFhIkSaVbuBBCKDhsJ2AK0Csjth54PyVcC/ne98Kjj5aaoSRJkrqIhQRJUulCgCVLihp6MHBDKrYMeA/wQrHPmzgxuTlCkiRJW5yFBElSeQYOhH/+s6ihJwPfS8VeISkmvFbs88aOhUWLik5PkiRJXcNCgiSpfIccAhcVdxfDV4HPp2LPAO8Flhf7vOHD4bWiSw+SJEnqAhYSJEmdc/HFcPjhBYcF4ErglFT8EeCDwLpinzdsWNGvVUiSJKnyLCRIkjrvrruS3QIFNAD/BxyRit8JnAo0F/u8rbe2mCBJkrSFWEiQJFXGwoXQs2fBYb2APwL7peI3AWcALcU+b+ut4Y03SslQkiRJFWAhQZJUOatXFzWsP3ArsEsqfgNwFhCLfd7QobB4cbGjJUmSVAEWEiRJldPYWPQugWEkrzTskIr/L3AeJRQTtt0WXnih2NGSJEnqJAsJkqTK2nprePzxooaOAu4G0qcr/A9wPiUUE3baCWbNKna0JEmSOsFCgiSp8iZMgJtuKmrozsBdwDap+H8Bl5byzD33hH/8o5QZkiRJKoOFBElS1zjpJPj2t4saujswFdg6Fb8I+BYl7Ew47DD49a+LHS1JkqQyWEiQJHWdCy6AM84oauhewB3AgFT8IuBCSigmfPSjcMklxY6WJElSiSwkSJK61nXXwbvfXdTQicDfgX6p+HeBL1NCMeHii+HUU4sdLUmSpBJYSJAkdb3bb4d99y1q6MHk3plwOXAuJRQTfvUrOPDAYkdLkiSpSBYSJEmbx4wZMGZMUUMPJjkzYVAqfhXwGaCl2GdOnw7D03dCSJIkqTMsJEiSNp9nn4URI4oauj9wDzAkFf8Z8DFgfbHPXLQImpogFr2XQZIkSXlYSJAkbV4vvwxDhxY1dG/gH8CwVPxXwPuBVcU+c/16aGiAFSuKnSFJkqQOWEiQJG1+r70GgwcXNXQ8cC+QfkHhVuDdwJJSntu/f/KKhSRJkspmIUGStGW8+SYMHFjU0N2A+4DRqfgDwDuBV0p57n77wRVXlDJDkiRJGSwkSJK2nKVLiy4mjAHuB/ZKxWcCk4FnS3nuF79Y9JWUkiRJymYhQZK0ZS1dWvRrDsNJXnM4JBWfB0wCppXy3DvvhCHpoxwlSZJUiIUESdKW9+abRR/AOAi4HTguFX8NOBT4Q6nPDQHeequUWZIkSXXNQoIkqXt47TUYObKooVsBfyS5BjLTGuAk4HKgpMseBw6EW28tZYYkSVLdspAgSeo+XnoJxo4tamgP4HrgglQ8Al8CzgY2lPLsY4+FU04pZYYkSVJdspAgSepenn4aDjigqKEB+DZwHUlhIdNPgPcBy0t59k03Jec1xJL2M0iSJNUVCwmSpO5n2rRkh0CRzgD+BgxIxW8D3k5yGGPRli6FhgZ48cVSZkmSJNUNCwmSpO7pr3+Fs84qevgRwAPA21LxfwP7A/eU+vwdd4SLLip1liRJUs2zkCBJ6r6uvhquvLLo4eOBh4CJqfgbwJHAjyjxEMZvfQt22MFXHSRJkjJYSJAkdW/nngt//3vRw4cD95Lc3pCpGfg8cCawtpTnv/RS8qrDvJJekJAkSapZFhIkSd3fe94Dzz5b9PC+wO9IDmJMuw44DHil1BxGj4Zzzil1liRJUs2xkCBJqg5jxsDKlUUPDyRXQ04B+qX6HgT2Bf5Zag5XXQX9+8OGki6WlCRJqikWEiRJ1aNPH2hpgaamoqccT3JuwphUfBFwOPB9oKWUHFasgJ494bbbSpklSZJUMywkSJKqSwiwdm1yq0KR9gCmkxy4mKkZ+CrwfmBJqXkccwzsuWepsyRJkqqehQRJUnWaNw9OOKHo4VsDfyN53SHtLyQ3PTxaag6zZiWFjTlzSp0pSZJUtSwkSJKq15/+lFwRWaRGkgMYbwEGp/rmAZOAqynxikiA3XeHI9P7HSRJkmqThQRJUnU766xkZ0AJjiHZfbBfKr4W+BxwAvB6qXlMnZrsTvCaSEmSVOMsJEiSqt8eeyTnJjQU/39rOwL3A2fl6PsLMAG4u5xcRo+Gd7+7nJmSJElVwUKCJKk2NDVBczPstFPRU3qRvMrwG6B/qm8hcATwNWB9qbnceWeyO2H27FJnSpIkdXsWEiRJteX55+FznytpyoeAx4ADUvEIXAZMBp4tJ5dx42CffSCWfOqCJElSt2UhQZJUe666Ch54oKQpY0hedfg6EFJ9DwN7Az+ljIMYH388eeXi1ltLnSlJktQtWUiQJNWmSZNgzRpobCx6Sk/gu8BUYESqbyXwWeA9wIJy8jn2WBg0CNatK2e2JElSt2EhQZJUu3r1gg0bYP/9S5p2OPBv4H05+u4E9gRuoIzdCcuWJTmdc06pMyVJkroNCwmSpNo3fTpce21JU4YAfwJ+BvRL9S0DPga8H3i1nHyuuio5jPHJJ8uZLUmStEVZSJAk1YdPfAKWLEl+gC9SAM4EZgKH5uifAuwB/IoydicAjB8Pw4cnt01IkiRVCQsJkqT6MWgQtLTAhAklTdsRuAv4H6B3qu8N4FTgaOCFcnJatAh69IAzzyxntiRJ0mZnIUGSVH8efxxuuKGkKQ3AOcDjwIE5+m8n2Z1wBVDW/oJrr012S9x1VzmzJUmSNhsLCZKk+nTqqbB6NfTsWdK0XUmuifwe0CvVtwr4InAw8ES5eR1xRHIg45tvlruCJElSl7KQIEmqX717J9cxnnRSSdN6AF8judnhnTn6Hwb2A75Ocm1kydatgyFDYMyY5FUMSZKkbsRCgiRJN90ETz1V8rSxwN3ANcDAVN8G4L+AcSS3P5R1GOPzz0NjI5x4YjmzJUmSuoSFBEmSAHbfHWKEceNKmtYAfBKYDeT6cX8+8AHgvcDccnP7wx+S8xMuu6zcFSRJkirGQoIkSZmefBJuu63kacOBm4E/AyNy9P8dGA98g+QshbJ87WtJQeGvfy13BUmSpE6zkCBJUtrRR0NzMwwfXvLU95HsTvhPoDHVtw74Np183QHg+OOTgsKMGeWuIEmSVLa6KiSExHEhhN+GEOaHENaFEJaGEP4ZQjg1z7yxIYSbQwivhxBWhhCmhRBOKfCso0II94YQlocQloQQbgkhTMwzviGEcE4IYVYIYXUIYWEI4ZoQwrA8cwaEEK5o/bOsCSE8E0K4MIRQ2hHkkqT2Ghpg4UK48caSpw4A/h/JVZG5DmN8keR1h8OBxzqT4377QY8eyVkKkiRJm0ldFRLg/7d352FyVQXex7+nk86+EiCBYBK2sCSsQQFBSRBUQFAUgWGTRVYR1FdkwAEEFxxlVFREZRFGcYBB1AwCImIQZJN9h0AI+xqSEMjayXn/OLfsSqW6u9JV1be6+/t5nvNUp+rec0/VSVdX//osfB2YDowi/dFoBGmXrrnAf4cQLi09IYSwFXAvsBawA2n06p+AK0MIp5e7SAjhSOAG0u5f44EtSH+IuiOEMLWNtv2K9Lnzv7L27QV8CPhnCGFMmWsMA/4BfBY4CBgJnEpaSPyPIYTSP4RJkjrjwAPT6IR1y01YaN9k4G/Ab4BV3siBGcAU4Ejg1c62b/nytLtDczO8/HJna5EkSapYbwsSBgCvA/vGGB+IMS6MMT5B+mV8FnBECGHXwsEhhCbgctLrtH+M8ZkY4zsxxnOA64BvhhAmF18ghDAWuAC4Bzg5xvh2jPEl4FBaA4v+Jed8BjgM+FGM8VdZux4ADgbGAT8u81y+TfqMekyM8fYY46IY4++Bs4A9gGOreqUkSa2amtIv6dOnr/apgfRm/iTwJVad7hBJSfLGwDepYv2ElhZYbz3o3x9ee62ztUiSJHWotwUJLwOXxxjfLb4zxrgU+Ev2z92KHtoV2Aq4Lsb4Rkldl5Jev5NL7j+eFFj8Ksb4r+mvMcb3gKuA97Hqwt5fLqqzuF33kbYp3y+EsF7h/hDCUNIi4a+SRj4Uu4z0ufTLSJJqa++9YcWK1d7ZAdL2kD8kTXf4aJnH3wPOBDYBrgBWdLaNS5emtR2am+HFFztbiyRJUpt6VZAQY7wwxnhqGw8vyG5D0X17Zbd3ljn+zpJjOnVOCGEk8EFgXozxyTbOCaSdwwp2JYUVdxeHFQAxxjnA08BGIYSJZeqTJFUjhLSzwyOPdOr0yaQdHK4HNivz+EvAIaQpDzdSxYKMLS0wbhz06QNPPNHZWiRJklbRq4KEDhR+6f570X1bZLezSw+OMb4GLAbWCSGMAsjWJdi8rXOK7tui6L5JpKCg3PFtndNmu9o5R5JUS5MnQ4xw0EGrfWogzUF7CPgpaWGcUg9mx0yjfDJdscIIihBgxoxqapIkSQIMEgAIIawBfIy0ePaNRQ8V1saa28ap87Pb0dntSKAfEGOM88scP6/k+EquUatzygoh3FeuAJt2dK4kCbjiCnj3XRg4cLVPbQa+ADxD2i6y3JY7t5KGrX0KeKyKZgIwbVoKFH75y2prkiRJvZhBQvI90ujRw0qmChQ+FS5r47yl2e2gTh7fledIkupl8GBYuBD+9387dfoI0rY9jwMHtnHMH4EtgSOA5zp1lSLHHpsChWOOqbYmSZLUC/X6ICGEcDBwOHBwjPHRkocXZbfl/kgEafQBtC6yvbrHd+U5ZcUYp5QrpAXGJUmrY7/90nSHadM6dfpGwP8A95GGyZVaQVpRdyJwNDUIFC66KAUK22xTbU2SJKkX6dVBQghhd+Bi0haK15Y5pLB/1sg2qhie3b6e3c4ljQYIIYThZY4fUXJ8Jdeo1TmSpK5yyy0wfz4M6tzAsG1J8+xuAbYv83gL6YdXzQKFBx9MgcKwYWmahiRJUjt6bZAQQtgN+APwhRjjpW0cVliSe/0y548h7ZzwarZTAjHG5aSRqWXPASaU1AtpymsseqySc9psVzvnSJK60rBh8N57cNNNna6isNDi7ym/w0NxoPB5ahAoLFgAQ4emUOGG0t2FJUmSkl4ZJIQQPkIKEU4qDhFCCJNCCAcUHXp9drtDmWp2LDmmU+fEGOeSPieOCCGUW+BwR1LQUPyJ7hZgCfCBEELxdpVkO0hMBJ6NMT5dpj5JUlfaffc03eGEEzp1eiAttPgIcDlp+kOpFuAS0pv/UcDMzrV0ZXvumQKFAw7o+FhJktSr9LogIYSwK2nNqi/FGC8pefj9wPFF//4r6bPbJ0IIa5cceyRpuuqPS+7/OWlbyCOKf8kPIQwG9idtEX5NyTk/KqqzuK1TSGtrXRtjfLFwf4xxAekz4zqk3cGKHU763PkjJEmN44IL0laMm2zSqdP7AIcBT9B+oHApadudA4D7O9fSlV19dQoU1lgDFi+uRY2SJKmb61VBQghhGnAdsADYLYRwZXFh5RCBGOMK4HOkEQFXhxA2DCEMCyGcAXwC+EaM8eGSc14ETgI+AJwfQlgjhDAW+DVpq/DDY4yLS875X+AK4EshhCNCCINCCNsAvyEFDyeVeTqnk6ZR/DKEsHMIYWAIYV/gG8BNpEBDktRIQoAnn4R33un0+gl9aQ0U/hvYuMwxK4CrgSmkRRv/RvpBVpW5c9MWlyGkRRolSVKv1auCBFIoMBAYQ/pjTWn5QOkJMcYHSCMV3gLuIS10uA9wUIzxm+UuEmO8CNgT2AZ4gbQOwgDggzHGv7bRtsOAU4CvAm+TpjLcAWwXY3ylzDXmk7YWv4a0yBSira4AACAASURBVPc80jaW3wP2jjG2tP9SSJJyM3RoWj/hkc4vZdMXOJSUKLcVKEBKlnclzbf7PSlkqNoxx6RAYeLENG1DkiT1KiH6AUBlhBDu23bbbbe977778m6KJPV8V19d9VoELaRRCN+l/ZV2NyEl1geTkvWaCAGuvBL2379WNUqSpDqbMmUK999///0xximre25vG5EgSVLj2X//9Jf9M8/sdBV9gYOAh4A/AR9q47inSFtGjgPOAF7t9BWLxJiCkBBg/HhocVCcJEk9mUGCJEmN4uyz0y/lhx3W6SoCaW7d34Hbgb3bOO4t4FvAeNK8vwc7fcUSL7wAzc0pVDjnnFrVKkmSGohBgiRJjebyy1Og8PGPV1XNTsB00lSHQ0g7P5RaRlpjYRtgKmlbo+VVXbXIWWelQGHQIHj22VrVKkmScmaQIElSo7rhhhQofKitiQqVmUzaOuhZ0voIw9s47lbgU8BE4PukUQs1sWgRbLRRChW22gqW1yyqkCRJOTBIkCSp0f397ylQ2GGHqqoZTwoIXgR+AmzUxnGzgK8B65G2FLqLGmwfWfDww9C3bwoVTjihVrVKkqQuZJAgSVJ3ceedKVDYeeeqqhkKnAg8SZrKMK2N45aQRjLsCEwBLgLeq+rKJS68MAUKTU1wxRW1rFmSJNWRQYIkSd3NbbelQGGvvaqqpg+wD3AL8ABp0cX+bRz7AHAMsC5wEvB4VVcuESMcckgKFQYOhDvuqGXtkiSpxgwSJEnqrq67Lv0S/rnPVV3V1sBlwEvA94D12zjuHdK0iEmkkQoXAwuqvnqRxYthp51SqDB8ODz2WC1rlyRJNWCQIElSd3fZZSlQqMF2i2sCpwDPANeTto8MbRx7F3A0sA5wFHAHNVxLAeCdd2Dy5BQqjBgBTz1Vy9olSVInGSRIktRTnHFGChSmT6+6qiZgD9L2kbOA04C12jj2PeBS0naTmwPnAW9U3YIS8+fDppu2hgqOVJAkKTcGCZIk9TR7750ChdmzoU+fqqubAHyHtNvDb2l7cUZICzieAowFPg38nrRoY03Nn986UmHwYJgxo9ZXkCRJ7TBIkCSppxo/HlpaYOlSGD266ur6A/9GWpzxGeDrpMUXy2khhQifJk19OB74BzWe+gCwcCFMm5ZCheZmuOSSWl9BkiSVMEiQJKmna26G115LoxT23LMmVW4IfAt4HrgO2Bfo28axc4GfAzsDGwFnATNr0ooSLS3w+c+nUCEEOO44WLGiHleSJKlXM0iQJKk3+dOfUqBw+eU1qa4vsBdwLWnHh+8Dm7Zz/CzgHGAisANwAfBmTVpSxi9+kaZ2hABbbw1z5tTrSpIk9SoGCZIk9UaHHZYChblz0zoDNTAa+CrwOHAn8AVgVDvH3w2cSJr68DHgEuDtmrSkjIcegjXXTKHCsGFw4431upIkST2eQYIkSb3ZiBHw7rspVNhjj5pUGUijDX4KvELa+eGzpDUWylkO3AR8nhRG7AVcDsyvSWvKWLAgPdfCFIgDD4QlNV8SUpKkHssgQZIkJddfnwKFGTPSL9g10A/YG7gaeA24GNilneNbgOuBw4G1gX2AK4AFNWlNG666CgYMSM95zTXhllvqeTVJkro9gwRJkrSyXXZJixTGCJMm1azaEcBRwAzSIo3fASa3c/xS4P+AQ4C1SDtA/Jq0eGPdzJkDH/lI62iFPfdMIxgkSdK/GCRIkqS2PfpoChSmT69pteOA04BHgMdIOzm0t0jjEtJ2koeRRirsDvyMNHWirm64Ia2pEAIMHAjnnZdeD0mSejGDBEmS1LG9906/QMcIU6bUtOrNgW+QFml8CDidtL1kW1qAm0mLOY4lrcfwn8DTNW1VGYsXwymnQFNTChbWWQf++td6X1WSpIZjkCBJklbPvfemQOGBB6C5uWbVBmBL4NvATOA+4GvAhA7Ouxv4d2ATYBLwH8C9wIqatawNr70Gu+3WOg1i0iR4/PF6X1WSpNwZJEiSpM7ZemtYujSFCscdV9OqA7AtaaTBLOAe0lSI9qY/QBrV8G3g/aTRCkeRpkR0ySoHjz+ewoRCsLD99vDcc11xZUmSupRBgiRJqt6FF6ZAYckS2LC9iQmrL5CCge8AT2TlXOADHZz3GnApaZHGNYGPAj8Gnq1p69pxzz2wwQYrBwuzZnXV1SVJqhuDBEmSVDv9+sEzz6RQ4ZFH0raKNbYpaSrD3cCLwE+BjwB92jlnKfAX4GRgI2Az4KukHSSW1byFbbjnnhSyFIKFyZPhwQe76uqSJNWMQYIkSaqPyZNh0aIUKlx0UV0usR5p0cWbgTeAy0kjEIZ0cN6TwH8B00ijFT4N/ALo0okIjz0G22zTGiyMHQu/+527QkiSGp5BgiRJqr/Pf75114eTTqrLJdYgbQ/5O2AOaQTCl0gjENrzDmkdheOADYCJwInAdLpobYWCV16B/fZr3RVi8GA4/fS0DoUkSQ3EIEGSJHWt889PgcLy5bDvvnW5RD9gN+CHpB0gnqJ1BELfDs6dCVwAfJIUTuxCWp+hS3aCKLZwIZx7LvTvn4KFpibYaSd46qmubIUkSaswSJAkSfloaoJrr02hQksL7L573S41EfgKcAvwFnA1afTCWh2c1wL8Hfg6acHHtYEDgV+SAocunYQQI9xxB2y6aet0iFGj4LvfhWVdttKDJEkGCZIkqQH06QM33ZR+WV62rK6hwnDgs6T1FF4jjTT4DjAVaO7g3DnAVcCxpHBiHPC5rK4X6tPc9r39Npx2WlrkshAubL01/OMfebRGktRLGCRIkqTG0rdva6jQ0lK36Q+QPghNAU4D/kYKCv6PtEbCxArOfwn4b+BwYDxpPYZjgCuB12vf3Mo89BDsvHNrsNC/P3zqU/Dii3m1SJLUwxgkSJKkxtWnT+v0h+XL4fjj63q5ocAngJ+Q1lV4jrSbw2dIIxk68ixwEfBvwBhgEimUuBp4tQ7trcjSpfDHP8K4ca3hwuDBcPTRMGdOXq2SJHVjBgmSJKl7aGqCn/2sdfeHCy5IoxfqaAJphME1pLUV7gC+TVrIcUAF5z9OWrjxAGBd0oiFI4BLyWGNhWILF8LFF8Oaa7aGC0OHwgknwNy5ebVKktRNGCRIkqTu6YQT0noKMaY1AUaOrOvl+gI7AqeTtpacB8wAzgQ+RMfrK0AasXAZcBRp6sS6pPUafgw8ACyvcZtXy7vvwoUXwhprtIYLgwbBwQenrSklScoYJEiSpO7vgx9MCw/GmG7f//66X7I/aWvIs0k7O8wF/gz8O/ABKvuQ9RpptMPJwLak7Sb3IC3+OAN4r9aNXl2LFsFvfwtjx7aGC83N8OEPw513ptdbktTrGCRIkqSeZeRIuOee9EvuihVw1llpWkSdDQY+CpwL3A28TVq48RRgB9KIho68A9xI2m5yGmldhm2BLwC/AZ4hx+kQBS0tcNttKbxpamoNGMaPh/PPhyVL8m6hJKnOQjRJVhkhhPu23Xbbbe+77768myJJUu089hjsuSe80PWbNS4kBQy3ZeWO7L7VtRYpmNgxK9sBQ2rUxpobMACmToVzz03bUkqSGsaUKVO4//77748xTlndcx2RIEmSeo9Jk+D551u3lvza17pktALAINIogzNpXWPhbuA84JPAqArreZM00uH0rL4RwDbACcCvgSeBFbVseDUWL4Ybb4RttmkduRACrLUWfOUr7hohSd2UIxJUliMSJEm9zuzZsM8+8MgjuVx+BSkEKIxWuJO0s0NnDAWmAO/PynakHShC1a2soxDgfe+D446Dk09OCz1KkurGEQmSJEnVmjABHn64dXvJ//kfGDasyy7fBGwOHAtcDjzNyqMPdqXyKQwLSIs1fh/YH9gAWJu0kOOZwHTg1do1vTZiTFNOTj8dBg9uHb3Q1ATrrw/f/S68l/vyk5IkHJGgNjgiQZKkIi0tcNppaTHBZctya8Zy4FHSaIW7stunq6hvLK0jFrYjTZFYu8o2dqkxY2D//VP4MHp03q2RpG6lmhEJBgkqyyBBkqR2LFgARx8NV12Vd0uYQ2uo8E/gXtKOEZ21LrA1KVQolPVp8GkRpQYNgl12SQHDTjulkQ2SpJUYJKjmDBIkSVoNb74Jhx4Kf/5z3i0hAs+RQoVCuQ+oZlLAcFYOF7YGNgOaq2ppDpqa0jaVhx6a1mFYY428WyRJuTFIUM0ZJEiSVIXXX4fDD087FjSA5cBTtAYL9wIPAkuqqLM/MJnWYGFLYAvSLhLd0oABaVePL34RDjwQ+vfPu0WSVFcGCao5gwRJkmpo3jw49li45hpY0RibMy4lrbdQCBYeAB7J7q/GerSGCltkX28C9Kuy3lwNHJi2sDzxRNhvP2judmMxJGkVBgmqOYMESZLqaOlSOOMM+MlPYNGivFvzL8uAJ0ijFR7IyoPA/Crr7QtsyqoBw3p0s7UXyhkwADbdFI44Ao46Ku04IUndgEGCas4gQZKkLhRjGq3wpS/BK6/k3ZqVFNZceICVw4VatHI4rcHCJNL2l5uTdo7o9gEDpDUZ1l0X9toLvvIVmDgx7xZJ0r8YJKjmDBIkScrZ7NlpZ4ibb867JWW9TuvIhYdJ0yKeBFpqUPcapMUcNy8pY+khAUPBwIGw+eZpNMPnPgdDhuTdIkm9iEGCas4gQZKkBrN8OfzsZ3D22TBnTt6tKWspKUx4JCuFgOGlGtU/lBQolIYM44GmGl2joQwbltZmOPpo+OxnoV+3XmlCUoMxSFDNGSRIktQNvPRSmg4xfTosW5Z3a9o0l9ZwoRAwPAosqFH9A0lrMGwKTCQt7rhJ9nWP/hv/0KGw5ZZpO8tDDnF9BkmrxSBBNWeQIElSN3XrrXDyyfDQQ3m3pF0ReJ4UKjxeVJ4AFtbwOuuycrBQ+HoC0KeG12lI/frBhAmw555w/PGu0SBpJQYJqjmDBEmSeogVK+Cqq+DrX4fnnsu7NR1aAbzAyuFCodRqBAOk7Sg3pHzIMIoethZDe4YPh8mT4YAD4LDD0r8l9QoGCao5gwRJknqwlha47DL41rfg+efzbk1FIvAyacRCcbjwGGnqRC2NIIUMGxWVwr/H0ItCBoAQYMSINIXigAPg4IPT2g2Suj2DBNWcQYIkSb3M8uVw9dVw1lkwc2beralYBN4gBQxPAU9nt0+Rtq1cXuPrDWLlYKH46/XoBdMlyunTB8aNg623hp12gqlTYYstXBxSanAGCao5gwRJkgTA7bfD174Gd9+dpkl0I0uBWbQGC8Uhw5t1uF4/YANWDhk2IK3HMIEUQvR6ffqkgGHgwDSNYvRoeN/7YOONYbPNUpk4MS0kKamuqgkS+tajQZIkSeohdt4Z7rhj5ftefz2tuXD11bCglisX1FY/WndzKDWXlYOFwtczgcWdvF5h+8sn23h8NLB+G+V9QHMnr9utLF8Oixal8vbbad2Ou+7qXF0hQFMT9O2bSr9+0L9/2r1iyJA0BWPUKFhzzRRYjBkDY8em2zFj0v2DBqVwQ9JqMUiQJEnS6hk9Gi6+OJWC5cvhd7+Dc86Bxx+HBh/1OhLYPivFVgCvAM8Cz2Sl+OtqYpPXs1Lu1+Ym0tSItoKGdbJjVCTG9P9u+XJYsgTeey+fdoTQGmoUbvv0SeFGnz6pNDenUgg7hgxJIzGmTIFp02C77Qw01K04tUFlObVBkiTVxNtvw7nnwuWXw5v1mFDQdSJpSkRbIcOcOl67HzCeFCqMB8ZlpfD12OwYdVODBsFxx8Gpp8Laa+fdGvUSrpGgmjNIkCRJdfX003DmmfCnP8G77+bdmpqYR2uwULh9LisvkkY71EsgjVooDhdKw4YR9LIdJ7qjEOCLX4Qf/MARCqo710iQJElS9zJxIlx55ar3P/YYnHEG3HRTfkPVO2kEMCUrpZaRwoTnisrsoq9fq/LakTQl4xXKT50AGEL5oKFQ1sVRDbmLEX7847Rzyh/+4M4XalgGCZIkSWockybBtdeuev+sWXD22TB9Osyb1/XtqlIzaQeHDdp4fBErBwulpRbP+F3g8ay0ZTRpmsR6Rbfrldw3pAZtUQduuAGOPBJ+/es0SkFqMAYJkiRJanwbbJDWWSj1zjtw/vnwq1/B8893uy0qCwYCm2WlnHmkoGE28EJReT67rXZEQ0FhQcj72zlmOKuGDWOzMhoYlZVhOJWiKldcAZ/+dCpSg3GNBJXlGgmSJKlbixFuvRW+8520fWU3myaxupYAL7FyuFAaNnR2W8vO6ksKFNakNVwYRZoCMqyDMhwYjEEEu+wCM2bk3Qr1UK6RIEmSJBULAaZOTaXUwoVp68qLLoKnnoJly7q6dTXXH9gwK+VE4C1WDReKyxvZcbXSQusIh84IpGkUg0rK4A7+XbhvIOl1GZDdVvJ1w22xeeut8MQTsFlbY1WkfBgkSJIkqXcZNAhOOimVUnPmpKkSV1yRpkosX9717auDAKyVlbb+9LgUeBV4mTS6odzty6SFI7tCBBZkpav0ZeWAoTRw6Eda76Jwu7pfl7tvJPDR9hp1ySVw3nm1e5JSDRgkSJIkSQWjRsE556RSat48+NnP0gJ4zzwDLS1d37466kfa0WF8O8esII1sKBc0vJI9Nie7XVjPxtZJC2lRyq7ckHQT4Mn2Dpg5s4taIlXOIEGSJEmqxIgRcPrpqZRatgyuugp+/nN48MEeuyZDE7B2Vrbt4NjFtIYKc4rKO2XK/DL3dccgojM63OBx/vyuaIa0WgwSJEmSpGo1N8Mhh6RSzsyZacrEddfBSy/1mCkT7RlA624OnbGMFCYUynsl/y53X+m/l2RlcdHX7f07D80dHTBoUFc0Q1otBgmSJElSvW28Mfz0p6mUWrEiLar3k5/A7bfDm292ffsaUDNp94bhXXS9SAov2gsalpHWkljWztere9/6HTVszJjaPEGphgwSJEmSpDw1NcG0aamUs3x52gLwwgvhttvgrbdS+KCaCqRpBv2AoTm3ZSUHHJB3C6RVNNwOJ5IkSZKK9OkDH/kIXHMNvP56ChZiXLk8+igcfzysvz709W+FPcaECbD77nm3QlqFQYIkSZLU3U2alHaUmDUrLfxYGjS8917aRnDaNBg5EkLIu8WqxIknphErUoPxf6UkSZLU0w0aBEceCbfcAm+/naZGlIYNb7wB3/0ubL89DG2owf2908YbwzHH5N0KqSyDBEmSJEmw1lpw6qlw113wzjurBg0xwty58P3vw267pWkUw4enHStUW2uvDTffbKCjhuUEKkmSJEmVGTECvvrVVDqycCE89BDce2+6nTkTXnklhRELF6YpGC0t9W9zdzNxYho5MrazG2dK9WeQIEmSJKn2Bg2CHXdMpbNWrEgLTM6aBc8+C7NnwwsvpPvefBPmz4cFC2DxYli6NJUVK9KClN1tZ4sJE+CMM+CQQ6Bfv7xbI7XLIEGSJElSY2pqgnXWSWWnnbrmmsuWwZIlMG9eCiveeCNtufnmm+l2/vz02IIF8O67aSHLRYvSOYsXp/MLpaUlBRqFcKMwRaSpCQYOhDFj4EMfSosqbrVV1zw/qQYMEiRJkiSpoLk5lSFDYL318m6N1JBcbFGSJEmSJFXMIEGSJEmSJFXMIEGSJEmSJFXMIEGSJEmSJFXMIEGSJEmSJFXMIEGSJEmSJFXMIEGSJEmSJFXMIEGSJEmSJFXMIEGSJEmSJFXMIEGSJEmSJFXMIEGSJEmSJFXMIEGSJEmSJFXMIEGSJEmSJFXMIEGSJEmSJFXMIEGSJEmSJFXMIEGSJEmSJFXMIEGSJEmSJFUsxBjzboMaUAhhzsCBA9fYbLPN8m6KJEmSJKnGnnjiCRYtWvR2jHHU6p5rkKCyQgjPAcOA2Tk3RZ23aXb7ZK6tUD3Zxz2b/duz2b89n33cs9m/PV9v6OMJwDsxxvVX90SDBKmHCiHcBxBjnJJ3W1Qf9nHPZv/2bPZvz2cf92z2b89nH7fPNRIkSZIkSVLFDBIkSZIkSVLFDBIkSZIkSVLFDBIkSZIkSVLFDBIkSZIkSVLF3LVBkiRJkiRVzBEJkiRJkiSpYgYJkiRJkiSpYgYJkiRJkiSpYgYJkiRJkiSpYgYJkiRJkiSpYgYJkiRJkiSpYgYJkiRJkiSpYgYJUoMJIQwLIfwwhPBCCGFxCOHpEMJ/hBCaV7OefiGEs0IIM7N6ng8hnBdCGNLOOeuEEC4NIbwWQlgUQng4hHBCCCFU/8xUkGcfZ+dNCCHcEkKIIYSpVT0ZrSKP/g0h9A0hHBRC+GMI4dUQwrIQwpwQwp9DCJ+o3bNTTv3bL4SwTwjhkhDCIyGE+SGEuSGEh7Jrj6jdM1Te79FF55+UvU/P7tQTUVl59W8IYUbWn+VKS22enSD/7+EQwmdDCDeHEN4K6fP07BDCNSGEj1b3zBpMjNFisTRIAYYBjwAvATsDA4F9gXeB64E+FdbTDNwMzAf2zurZBXgNuB8YXOac9YCXgUeBrYDBwDHAMuCXeb82PaXk3McBOA6YB7wDRGBq3q9JTyp59S9wcdafvwU2BQYBU4Dbs/vPzPu16Qklx/7dLuvHO4Hts/5dB/h6dv+TwJC8X5+eUPJ8jy45fxywIOvf2Xm/Lj2l5PwzeAbwQvb9Wloezfu16Skl5z4OwKWkz9P7ZW0ZBhxF+jz987xfn5q+1nk3wGKxtBbgJ9mHhj1L7v9/2f0nVFhP2eOBz2T3f6/MOf8HrAAmV9ImS7fs4//MPrDskH2gMUjoIf0L/AZ4uPQDErAmKThaDmyc9+vT3UuO/btd9v48tkxdf8zOOSLv16cnlDzfo0uO+xMpODJI6CH9m/3cnZr3a9DTS859/KXs5+02ZR77AfCNvF+fWpaQPTFJOQshDAXeAOaSPizGosdGAW8Cz8YYN+6gnkBKvEcDo2KMC4oe65Ndox+wVoxxcXb/xsDTwN0xxh1K6tuGlLzeHGPcveon2ovl2cfZY7sDt8cYF4UQZpCS9Wkxxhm1eYa9W87fw+cAc2KM55ep70bgY8CxMcZfVvcse6+c+3cosEWM8Y4y9Z1H+sD7lRjjD6t7lr1b3u/RRcccBPwU2AO4C3g+xjihumenvPs3+7n7DX/m1k/O79MDgFdIn6X3qOkTa1CukSA1jl2BAaQ3oJUSvhjjHNIv+huFECZ2UM+WpGkKjxW/8WX1LAf+CQwBPlz00J7Z7Z1l6nsIWAhMDSEMqvC5qLw8+5gY419ijIuqewpqR279G2M8s1yIkCnU4Von1cmzfxeUCxEy25NGK/xtNZ6Lysv1PRr+9cvOj4BTgNc7+TxUXu79q7rLs48/DowE/l7VM+hGDBKkxrFFdju7jccL92/RxuPV1NPmOTHGFcCLQF9gsw6urfbl2ceqv0bt38IHptsqPF7lNUz/hhAGhxC2DCH8irQWxvExxgc7uK461gh9/EPSfPlLOriGVl8j9O9nQgh3hRDmhRDeCyE8GEI4LftrtqqXZx8XRvS+FEL4cgjhsRDCkmzBxWtDCFt1cM1uxyBBahxjstu5bTw+L7sdXYd6anVttS/PPlb9NVz/hhAmkf6y8ocY4+MdHa92NUT/hhCOIy0a9hDwQeDTTlmpmVz7OJt+th9wbAf1q3Ma4Xv4w8DpWR0TgCuAbwJ/DyEM7uC66liefbxhdnsOcERWRgD7kH4O3xlC2LmD63YrBglS4xiY3S5r4/Gl2W1H0ws6U0+trq325dnHqr9G7N8fAm8Bx1dwrNrXEP0bY/w5aTXxTYE/ANeFEH7jXzRrIrc+zqYO/gI4J8Y4s4P61Tl5fw+fBnw4xnhLjHFxjPHNGOP3SethvB/4VgfXVcfy7ONh2e044JMxxntijIuyaWlHZ3VeHELoMb9/95gnIvUAhbnrbe1x2y+7XViHemp1bbUvzz5W/TVU/4YQTidtfbVPjPG1Dq6pjjVM/8YYW2KMT8UYTwXOBw4G/qOD66pjefbxN0nb8p7XQd3qvFy/h2OMd8YY55c5vjCi6NBskT91XiO8T/8zxvhc8R0xxr+RFmLchLTFeo9gkCA1jsIH/ZFtPD4iu+1o8aXO1FOra6t9efax6q9h+jeEcDhwBmnYe7lFVLX6GqZ/S1yc3R5T4fFqWy59HEKYApwIfD7G2FJBO9U5jfo9PIu0neAo0pa96rw8+7gwDeKFNs55Prttd8eI7sQgQWocj2S367fx+ISS42pZT5vnZEOw3kfaF/eJDq6t9uXZx6q/hujfEMKhwAXAvjHGGzu4lirXEP1bRuHD6VohhGHtHqmO5NXHe5P+wvnPEEIsFKDwV83xRfdf1sG11bZG/R4OuKtOreTZx4XPyG2NYiiIHTzebYSSnTEk5STb+/ZN4G3a3vt2Voxxow7qCaRdFtam8r1vNyZtiXN3jHGHkvq2Ae4H/hpj3K3qJ9qL5dnHZeqYAewCTHNP69pohP4NIRxCmme9X4zxhqL7PwgMM1jovJzfoy8C3o0xfrlMfRsCz5Dm8g6OMbY1p1cdaITv4ZJ6JpDChOdjjBM696xUkPP38AHAsTHGXcvUNwl4FJiTneMvZ52Ucx/vBNwOPBRj3LpMnS8BY4EtY4w94g89jkiQGkT2JnUJsA6wR8nDh5PS6h8V7gghDAshXBdCuDx7UyvUE0lzZpuBQ0vq+RSwBvCL4g8v2cJO1wMfCCFMLjnnyOz2R6gqefax6i/v/g0hHEwKET5bHCJkPgoc2MmnJnLv32bgYyGEcn/pKtTxF0OE6uT9Paz6yrl/BwIfDCGsV6ZphcVwf2uIUJ2c+/gO0h/etgohrLS9ZAhhF1KIcH9PCREAiDFaLJYGKcBw4DHgJdIiaQOBfYEFwJ+BvkXH7kcaHhWB7UrqaQb+BswnDZkcSPrr86vAg8CQMtceR1oI5hHSNjWDSHNulwGX5P3a9JSSZx+XnD8jq3dq3q9JTyp59S9wENBC+sv0lWXKo8Bleb8+3b3k2L+/yuqZDkwBBmfv2V8nrR7+X3aA6QAAA85JREFUOjAx79enJ5RGeY/O6piQ1T0779elp5Qcv4c/l9VzP2kLyMHAWsCp2Xv3A6RRY7m/Rt295Pk9DGxB2hryQWAb0qiFHUmjfucAk/N+fWr6WufdAIvFsnLJ3gB/RBpStQSYSVo0rV/JcesCzwL3AAPL1NMfODs7Zglp8ZcfAEPbufa6pA+srwOLSb98nEg2DcrSvfsYmFr0A7O0zMj7dekpJY/+pTUYaq9clvdr0xNKTv07nDQ67HpSWLQIeC97j/4+MDrv16UnlTx/DmfnfaOd7+MJeb8+3b3k9D3cDHwCuAJ4HHg3+x5+ADgdGJT369KTSp7fw8CGwG9ICzYuzdrwS2Bc3q9LrYtrJEiSJEmSpIq5RoIkSZIkSaqYQYIkSZIkSaqYQYIkSZIkSaqYQYIkSZIkSaqYQYIkSZIkSaqYQYIkSZIkSaqYQYIkSZIkSaqYQYIkSZIkSaqYQYIkSZIkSaqYQYIkSZIkSaqYQYIkSZIkSaqYQYIkSZIkSaqYQYIkSeq1QgjDQgg/DiHMDiEsDSHEEMKpebdLkqRG1jfvBkiSJOXoCuATwPXAb4AWYHquLZIkqcGFGGPebZAkSepyIYRNgSeAP8cYP553eyRJ6i6c2iBJknqrXbPb3+XaCkmSuhlHJEiSpF4lhPAZ4Jo2Ht4sxvhkV7ZHkqTuxjUSJElSb/MqcDZwAjAS+HZ2fwRm5tUoSZK6C0ckSJKkXieE0AdYADwTY9wy7/ZIktSduEaCJEnqjTYHBgL3590QSZK6G4MESZLUG22b3a4UJIQQPhxCmB5CeDmEEEMIh3d90yRJamwGCZIkqTcqBAkPlNw/BHgUOBlY1KUtkiSpm3CxRUmS1BttS1pc8cHiO2OM1wPXA4QQLuv6ZkmS1PgckSBJknqVEEIAtgJmxhgX5N0eSZK6G4MESZLU20wEhrLqtAZJklQBgwRJktTblF1oUZIkVcYgQZIk9TYGCZIkVcEgQZIk9SoxxlNijCHGeHPebZEkqTty1wZJkqRMCGEIsFH2zyZgXAhha+DtGOML+bVMkqTGEWKMebdBkiSpIYQQpgJ/K/PQ5THGw7u2NZIkNSaDBEmSJEmSVDHXSJAkSZIkSRUzSJAkSZIkSRUzSJAkSZIkSRUzSJAkSZIkSRUzSJAkSZIkSRUzSJAkSZIkSRUzSJAkSZIkSRUzSJAkSZIkSRUzSJAkSZIkSRUzSJAkSZIkSRUzSJAkSZIkSRUzSJAkSZIkSRUzSJAkSZIkSRUzSJAkSZIkSRUzSJAkSZIkSRUzSJAkSZIkSRX7/4bMtz///SIKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 387,
       "width": 521
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pymoo.factory import get_problem\n",
    "from pymoo.visualization.scatter import Scatter\n",
    "\n",
    "pf = get_problem(\"truss2d\").pareto_front()\n",
    "\n",
    "sc = Scatter(title=\"Pareto-front\")\n",
    "sc.add(pf, s=80, facecolors='none', edgecolors='r')\n",
    "sc.add(pf, plot_type=\"line\", color=\"black\", linewidth=2)\n",
    "sc.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "code": "usage_problem.py",
    "section": "truss2d_log"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 576x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 389,
       "width": 500
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
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    "sc.reset()\n",
    "sc.do()\n",
    "sc.apply(lambda ax: ax.set_yscale(\"log\"))\n",
    "sc.apply(lambda ax: ax.set_xscale(\"log\"))\n",
    "sc.show()"
   ]
  }
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